diff --git a/WordSim353/compare.py b/WordSim353/compare.py
new file mode 100644
index 0000000000000000000000000000000000000000..92ad6b66532756b7f32aa3fd6da77e190a5b592e
--- /dev/null
+++ b/WordSim353/compare.py
@@ -0,0 +1,83 @@
+"""Compare similarity scores which one set of GloVe embeddings generates
+versus another set of GloVe embeddings to determine whether the two sets
+of embeddings are more or less the same."""
+
+import pandas as pd
+from gensim.models import KeyedVectors
+from scipy.stats import spearmanr
+from scipy.spatial.distance import cosine
+
+stanford_path = "/workspace/students/reichelt/ba_data/embeddings/glove/glove.6B.300d_w2vformat.txt"
+dd_glove_path = "/workspace/students/reichelt/ba_data/embeddings/glove/dd-glove/english_vectors_no_debiasing.txt"
+
+stanford_model = KeyedVectors.load_word2vec_format(stanford_path, binary=False)
+stanford_model.init_sims(replace=True)
+dd_glove_model = KeyedVectors.load_word2vec_format(dd_glove_path, binary=False)
+stanford_model.init_sims(replace=True)
+
+ws353_data = pd.read_csv("/home/students/reichelt/ba/bias-mitigation-ba/WordSim353/data/original_finkelstein/combined.csv")
+
+def calculate_embedding_similarity(row, embedding):
+    if embedding=="stanford":
+        model = stanford_model
+    elif embedding=="dd":
+        model = dd_glove_model
+    else:
+        raise ValueError
+
+    word_1 = row["Word 1"].lower()
+    word_2 = row["Word 2"].lower()
+
+    if word_1 in model:
+        embd_1 = model[word_1]
+    else:
+        print(f"{word_1} not in vocab. returning similarity 0.")
+        return 0.0
+    if word_2 in model:
+        embd_2 = model[word_2]
+    else:
+        print(f"{word_2} not in vocab. returning similarity 0.")
+        return 0.0
+
+    return 1 - cosine(embd_1, embd_2)
+
+def calculate_stanford(row):
+    word_1 = row["Word 1"].lower()
+    word_2 = row["Word 2"].lower()
+    if word_1 in stanford_model:
+        embd_1 = stanford_model[word_1]
+    else:
+        print(f"{word_1} not in vocab. returning similarity 0.")
+        return 0.0
+    if word_2 in stanford_model:
+        embd_2 = stanford_model[word_2]
+    else:
+        print(f"{word_2} not in vocab. returning similarity 0.")
+        return 0.0
+    return 1 - cosine(embd_1, embd_2)
+
+def calculate_dd_glove(row):
+    word_1 = row["Word 1"].lower()
+    word_2 = row["Word 2"].lower()
+    if word_1 in dd_glove_model:
+        embd_1 = dd_glove_model[word_1]
+    else:
+        print(f"{word_1} not in vocab. returning similarity 0.")
+        return 0.0
+    if word_2 in dd_glove_model:
+        embd_2 = dd_glove_model[word_2]
+    else:
+        print(f"{word_2} not in vocab. returning similarity 0.")
+        return 0.0
+    return 1 - cosine(embd_1, embd_2)
+
+ws353_data["Stanford Score"] = ws353_data.apply(calculate_stanford, axis=1)
+ws353_data["DD-GloVe Score"] = ws353_data.apply(calculate_dd_glove, axis=1)
+
+rho, p = spearmanr(
+        ws353_data["Stanford Score"], ws353_data["DD-GloVe Score"],
+        nan_policy="raise"
+    )
+
+print("rho: " + str(rho))
+print("p: " + str(p))
diff --git a/WordSim353/data/distribution1.png b/WordSim353/data/distribution1.png
new file mode 100644
index 0000000000000000000000000000000000000000..9a8f6fd099fe45870dca3324afd6d02e5569d20b
Binary files /dev/null and b/WordSim353/data/distribution1.png differ
diff --git a/WordSim353/data/distribution2.png b/WordSim353/data/distribution2.png
new file mode 100644
index 0000000000000000000000000000000000000000..115d7f72dddda532459728ee051123c87017dd0b
Binary files /dev/null and b/WordSim353/data/distribution2.png differ
diff --git a/WordSim353/data/distribution3.png b/WordSim353/data/distribution3.png
new file mode 100644
index 0000000000000000000000000000000000000000..d886b6a9966d40937b6e4267c0cfa58e017bf240
Binary files /dev/null and b/WordSim353/data/distribution3.png differ
diff --git a/WordSim353/data/german_gurevych_zesch/gur_350.tsv b/WordSim353/data/german_gurevych_zesch/gur_350.tsv
new file mode 100644
index 0000000000000000000000000000000000000000..084f0857de4d1e619715e62a90fc3fe0f1263f71
--- /dev/null
+++ b/WordSim353/data/german_gurevych_zesch/gur_350.tsv
@@ -0,0 +1,351 @@
+#WORD1	WORD2	Value	POS1	POS2
+Absage	ablehnen	3.5	n	v
+Absage	Stellenanzeige	1.88	n	n
+Affe	Gepäckkontrolle	0.13	n	n
+Affe	Makake	4	n	n
+Afrika	historisch	1	n	a
+Agentur	Irrtum	0	n	n
+Airbag	Kopfairbag	3.88	n	n
+analysieren	Analyse	3.88	v	n
+Ansehen	Schaden	0.88	n	n
+Arbeitssuchender	Bewerbung	2.75	n	n
+aufklären	erklären	2.5	v	v
+Aufpreis	Grundpreis	3.13	n	n
+Aufstieg	Erfolg	3.25	n	n
+aufzeichnen	schreiben	2.75	v	v
+Aussage	Auftritt	1.38	n	n
+Aussage	Rede	2.38	n	n
+Aussage	sagen	3.38	n	v
+Aussterben	bedrohen	2.13	n	v
+Auto	fahren	3.5	n	v
+Bayern	Bayerisch	4	n	a
+Bayern	Deutschland	3.5	n	n
+Bayern	weißblau	2.75	n	a
+Beamte	Amt	3.63	n	n
+beginnen	dauern	2.38	v	v
+begründen	ausgehen	0.88	v	v
+Behörde	Vorschrift	2.75	n	n
+beinhalten	umfassen	3.25	v	v
+Benedetto	Benedikt	3.63	n	n
+Benziner	Dieselversion	3	n	n
+Berlin	Berlin-Kreuzberg	3.38	n	n
+Berufstätigkeit	Erfolg	2.13	n	n
+beschleunigen	übertreiben	1.13	v	v
+beschuldigen	Mitschuld	2.5	v	n
+Besucher	bekommen	1.38	n	v
+Bewerbung	Job	2.38	n	n
+Bild	ähneln	1.38	n	v
+Bild	Grafik	3.13	n	n
+Bild	Röntgenaufnahme	3	n	n
+Bild	Symbol	2.13	n	n
+Bild	visuell	3	n	a
+Böse	Gott	2	n	n
+Botschaft	sichtbar	0.25	n	a
+Büro	Schreibtisch	3	n	n
+Demut	demütig	4	n	a
+demütig	selbstbewusst	1.88	a	a
+Design	Optik	2.63	n	n
+Designer	Eleganz	2.63	n	n
+deutsch	Deutscher	3.88	a	n
+Deutscher	Bundesbürger	3.5	n	n
+Deutschland	Europa	3.25	n	n
+Ding	Gegenstand	4	n	n
+Doktorandin	Abteilung	1.88	n	n
+Doktorandin	Dissertationsthema	2.63	n	n
+Drehmoment	drehfreudig	1.75	n	a
+dringend	rasch	2.38	a	a
+Durchsicht	sehen	2.75	n	v
+einfach	komplex	2.75	a	a
+Einkommen	Gehaltsunterschied	2	n	n
+Einrichtung	Interior	3.5	n	n
+Einsamkeit	allein	3.5	n	a
+einsteigen	aussteigen	2.75	v	v
+Eleganz	klobig	1.38	n	a
+Eltern	Vater	3.5	n	n
+entgehen	bewundern	0.13	v	v
+entwickeln	Entwicklungschef	2.63	v	n
+Erfolg	erfolgreich	4	n	a
+Erfolg	Maßstab	1.25	n	n
+erforschen	herausfinden	3.13	v	v
+Erhalt	bedroht	1	n	a
+erkennen	sehen	3	v	v
+erklären	begründen	2.5	v	v
+erklären	machen	0.5	v	v
+ernst	ironisch	2	a	a
+erst	Ursprungsort	1.38	a	n
+Erwachsener	Geist	0	n	n
+Erwachsener	Kinder	2.63	n	n
+erwarten	klären	0	v	v
+fahren	Automobil	3	v	n
+filtern	herausfiltern	3.63	v	v
+filtern	selektieren	3.38	v	v
+finden	herausfinden	3	v	v
+Fisch	schwimmen	3.38	n	v
+Flaschenöffner	Küchenwerkzeug	3.63	n	n
+fokussieren	Aufmerksamkeit	2.63	v	n
+folgen	sortieren	0.25	v	v
+Form	Farbe	2.13	n	n
+formulieren	Formulierung	3.88	v	n
+Formulierung	Stiftung	0.13	n	n
+Forscher	Wissenschaftler	3.88	n	n
+Frage	Antwort	3.25	n	n
+Franzose	Deutscher	2.38	n	n
+Frau	Familie	2.75	n	n
+Frau	Mann	3.25	n	n
+Frühlingssonne	kitzeln	1.25	n	v
+Frust	frustrieren	3.88	n	v
+Frust	Leidensgenosse	1.88	n	n
+Frust	Rache	1.88	n	n
+geben	nehmen	3.25	v	v
+Gefühl	Frau	1.75	n	n
+Gegenwind	kritisieren	0.5	n	v
+Gehege	Zoo	2.63	n	n
+Gehirn	Kortex	3.25	n	n
+Gehirn	verstehen	2.13	n	v
+gemeinsam	leben	1	a	v
+Generation	Jugendlicher	2.5	n	n
+geografisch	praktisch	0.13	a	a
+Gepäckkontrolle	Flughafen	3.13	n	n
+Gepäcknetz	Staumöglichkeit	2.25	n	n
+Geschirrdurcheinander	Menschenleben	0.5	n	n
+Geschlecht	Mann	3	n	n
+Gewalt	Frieden	2.63	n	n
+Gewalt	Kämpfer	2.63	n	n
+Gewicht	Karriere	0.38	n	n
+Glaube	natürlich	0.5	n	a
+Glück	glücklich	3.88	n	a
+Gorilla	Schlange	1.25	n	n
+großzügig	schrumpfen	0.5	a	v
+gründen	Arbeitsgruppe	0.75	v	n
+Grundlagenforschung	verstehen	1.63	n	v
+Hand	Erwachsener	1.38	n	n
+Hand	Mensch	2.75	n	n
+heimisch	Urwaldhaus	1	a	n
+helfen	unterstützen	3.38	v	v
+herausstreichen	öffentlich	0.5	v	a
+Herkunft	Geschlecht	1.38	n	n
+Hintergrund	Fassade	2	n	n
+Hirn	Gehirn	3.88	n	n
+Hirnsignal	Neuronenaktivität	3.5	n	n
+Hoffnung	Resignation	2.75	n	n
+Honorarbasis	bezahlen	3	n	v
+Hunderttausend	Menge	3	n	n
+Hunger	Armut	2.88	n	n
+Inaugurationsmesse	Premiere	2.13	n	n
+informieren	erfahren	2.63	v	v
+Innenspiegel	Auto	3.13	n	n
+Internetseite	herunterladen	3.25	n	v
+italienisch	vergehen	0	a	v
+Jäger	Wald	2.75	n	n
+Kaffeetasse	parallel	0	n	a
+Kaffeetasse	Tasse	3.75	n	n
+Kamera	TV-Kamera	3.75	n	n
+kämpfen	idyllisch	0.13	v	a
+kämpfen	Veterinär	0.38	v	n
+Karriere	hinaufklettern	2	n	v
+Karriere	Risiko	1	n	n
+Kind	Familie	3.38	n	n
+Kompaktvan	Modell	2.5	n	n
+Kopfairbag	Seitenairbag	3.25	n	n
+Krankheit	reißen	0.25	n	v
+Krebserkennung	Röntgenaufnahme	2	n	n
+kühl	hübsch	0.38	a	a
+Kulturwissenschaft	Grafiker	0.63	n	n
+lachen	leben	1.63	v	v
+lassen	prägen	0.25	v	v
+laufen	bleiben	1.25	v	v
+leben	hellen	0.13	v	v
+leben	Tod	3.25	v	n
+Lebensbedürfnis	ansiedeln	0.38	n	v
+legen	Tisch	1.13	v	n
+lernen	gleichzeitig	0	v	a
+Lied	singen	3.38	n	v
+Linguistik	Wissenschaft	3.5	n	n
+Luft	Leben	2.75	n	n
+Lupe	suchen	2	n	v
+lustig	Witz	3.25	a	n
+machen	anfertigen	3.63	v	v
+machen	ausüben	2.5	v	v
+Macht	Reich	2.5	n	n
+Mai	Januar	2.88	n	n
+Mann	Geschäftspartner	1.5	n	n
+männlich	Weiblich	3.13	a	a
+Marktl	Bayern	2.25	n	n
+Mehrarbeit	Workaholic	2	n	n
+Meinung	Ãœberzeugung	3.13	n	n
+Mercedes	Premium-Hersteller	2.63	n	n
+Minister	Außenminister	3.38	n	n
+Minister	Ministerpräsident	3.38	n	n
+Minister	Politiker	3.25	n	n
+mitteilen	Nachricht	3	v	n
+moderat	extra	1.25	a	a
+modern	sportlich	1.25	a	a
+momentan	kommend	1.38	a	v
+Monate	alt	2.25	n	a
+Montag	November	2.38	n	n
+Motor	Hubraum	2.75	n	n
+nachgehen	untersuchen	2.75	v	v
+Natur	künstlich	2.63	n	a
+Niedersachsen	Landesverband	1.63	n	n
+niederschmetternd	positiv	1.63	a	a
+Objekt	Gegenstand	3.88	n	n
+objektiv	subjektiv	3.13	a	a
+pädagogisch	weitläufig	0.5	a	a
+Papst	Kirche	3.38	n	n
+parallel	linear	1.75	a	a
+Pass	Reiseschutzpass	2.75	n	n
+Petersdom	Inaugurationsmesse	2.63	n	n
+Pinguin	baden	1.5	n	v
+plätschern	Wasser	2.88	v	n
+Platz	aufgebläht	0.13	n	a
+Platz	Petersplatz	3.13	n	n
+Pontifikat	Papst	3.38	n	n
+Post	Portokosten	3	n	n
+Premium-Hersteller	Opel	1.63	n	n
+Premium-Hersteller	VW	2	n	n
+Problem	Schwierigkeit	3.25	n	n
+Projekt	Aktion	2	n	n
+Prozentzeichen	Symbol	3.38	n	n
+Prüfung	Zeugnis	2.5	n	n
+Punktverlust	Platz	1.13	n	n
+Ratzinger	Papst	3.38	n	n
+Relevanz	relevant	3.88	n	a
+riesig	üppig	2.63	a	a
+rot-weiß	weißblau	2.75	a	a
+sachlich	Seriosität	2.13	a	n
+sagen	erklären	2.13	v	v
+sagen	mitteilen	3.13	v	v
+Sandwich-Konzept	Sicherheit	0.5	n	n
+schauen	sehen	3.75	v	v
+Schleusung	Betrugshandlung	2.13	n	n
+schließen	Überlegung	0.88	v	n
+Schrank	Küchenschrank	3.38	n	n
+Schwabe	sparen	2.75	n	v
+Schwabe	Stuttgarter	3.38	n	n
+Seitenansicht	A-Säule	0.88	n	n
+Selbstinszenierung	Beziehungsarbeit	0.5	n	n
+serienmäßig	extra	2.13	a	a
+Sicherheit	Frontalkollision	1.63	n	n
+Sicherheit	klobig	0.25	n	a
+Sohn	aussteigen	0	n	v
+Sohn	Vater	3.38	n	n
+Spitze	allein	1.13	n	a
+Spitze	hoch	2.25	n	a
+sportlich	Interior	0	a	n
+sportlich	teuer	0.38	a	a
+stark	Gehaltsunterschied	0.13	a	n
+stark	Kämpfer	1.88	a	n
+Steckdose	komplex	0.13	n	a
+Steckdose	Stern	0.13	n	n
+Stellenangebot	sehen	0.38	n	v
+Stellenangebot	Wochenzeitung	2.25	n	n
+Stellenanzeige	Bewerbungsgespräch	2.25	n	n
+Stellenanzeige	rasch	0.5	n	a
+Stoiber	drehfreudig	0.25	n	a
+Stoiber	Ministerpräsident	3.13	n	n
+Studie	Dissertationsthema	1.88	n	n
+Studie	Ergebnis	2.75	n	n
+Studierende	Abteilung	1.63	n	n
+Studierende	Note	2.38	n	n
+Studium	arbeiten	2.63	n	v
+Studium	Beruf	3	n	n
+Studium	Deutscher	0.25	n	n
+Studium	Europa	0.5	n	n
+Studium	Gegenstand	0.88	n	n
+Studium	studieren	4	n	v
+suchen	Bundesbürger	0	v	n
+suchen	finden	3	v	v
+Suchmaschinenbetreiber	Eleganz	0.25	n	n
+Suchmaschinenbetreiber	Linkstatistik	1.75	n	n
+Suchstrategie	Optik	0.25	n	n
+Suchstrategie	suchen	3.5	n	v
+summieren	selbstbewusst	0.13	v	a
+summieren	teuer	0.88	v	a
+Tag	demütig	0.25	n	a
+Tag	Donnerstag	3.38	n	n
+Tag	Leben	1.5	n	n
+Tag	Schreibtisch	0	n	n
+Tag	sichtbar	0.63	n	a
+Tag	Stunde	2.75	n	n
+Tastatur	Gott	0	n	n
+Tastatur	Suche	0.63	n	n
+Tätigkeit	Arbeit	3	n	n
+Tätigkeit	visuell	0.13	n	a
+teuer	kostspielig	3.88	a	a
+teuer	Symbol	0.25	a	n
+Tier	Natur	2.63	n	n
+Tier	Röntgenaufnahme	0.25	n	n
+Tierpark	Giraffe	3	n	n
+Tierpark	Grafik	0.5	n	n
+Tod	ähneln	0	n	a
+Tod	Beerdigung	3.25	n	n
+Topmanagement	Job	2.5	n	n
+Topmanagement	Unternehmen	2.75	n	n
+Traurigkeit	bekommen	0.13	n	v
+Traurigkeit	Heimgang	1.13	n	n
+überzeugen	Mitschuld	0.5	v	n
+überzeugen	zeigen	1.5	v	v
+Überzeugung	übertreiben	0.63	n	v
+Ãœberzeugung	Zweifel	2.63	n	n
+Umfrage	Erfolg	0.13	n	n
+Umfrage	Quartalsumfrage	2.88	n	n
+umklappen	Berlin-Kreuzberg	0	v	n
+umklappen	flachlegen	1.63	v	v
+Unternehmen	Dieselversion	0	n	n
+Unternehmen	Firma	3.63	n	n
+untersuchen	Benedikt	0	v	n
+untersuchen	suchen	2.5	v	v
+Untersuchungsausschuss	aussagen	1.88	n	v
+Untersuchungsausschuss	umfassen	0.38	n	v
+Van	Sports-Tourer	2.38	n	n
+Van	Vorschrift	0.25	n	n
+Vatikan	ausgehen	0.13	n	v
+Vatikan	Katholik	3.25	n	n
+veranstalten	betreuen	1.38	v	v
+veranstalten	dauern	0.75	v	v
+verantwortlich	Amt	2.25	a	n
+verantwortlich	zuständig	3.63	a	a
+vergangen	damalig	3.25	a	a
+vergangen	weißblau	0	a	a
+Vergangenheit	alte	2	n	a
+Vergangenheit	Deutschland	1	n	n
+verhindert	Bayerisch	0	a	a
+verhindert	Beihilfe	0.75	a	n
+verkaufen	bezahlen	2.5	v	v
+verkaufen	fahren	0.13	v	v
+Vernehmung	bedrohen	0.75	n	v
+Vernehmung	vernommen	3.63	n	v
+versäumen	sagen	0.13	v	v
+versäumen	überprüfen	0.13	v	v
+verschicken	Post	3	v	n
+verschicken	Rede	0.25	v	n
+versichern	Auftritt	0.13	v	n
+versichern	bedauern	0.5	v	v
+viel	groß	2	a	a
+viel	schreiben	0.38	a	v
+Volierenzelt	Erfolg	0	n	n
+Volierenzelt	Käfig	2.38	n	n
+vorankommen	Entwicklung	2.5	v	n
+vorankommen	Grundpreis	0.25	v	n
+weit	Bewerbung	0	a	n
+weit	erklären	0.25	a	v
+weit	nahe	3.13	a	a
+weit	wegrennen	1.5	a	v
+Welle	Schaden	1	n	n
+Welle	Surfer	3.13	n	n
+Widerspruch	Analyse	1.13	n	n
+Widerspruch	Gebiet	0	n	n
+Wien	deutschsprachig	3	n	a
+Wien	Kopfairbag	0	n	n
+Wirtschaftsprofessor	Irrtum	0.38	n	n
+Wirtschaftsprofessor	Professor	3.63	n	n
+Wirtschaftsuniversität	Abteilung	1.75	n	n
+Wirtschaftsuniversität	historisch	0.63	n	a
+Witz	Gepäckkontrolle	0.25	n	n
+Witz	Joke	4	n	n
+Witz	Kopf	1.13	n	n
+Witz	Makake	0.13	n	n
+Zebra	Stellenanzeige	0	n	n
+Zebra	Tier	3.25	n	n
+Zielstrebigkeit	ablehnen	0.25	n	v
+Zielstrebigkeit	Erfolg	2.63	n	n
diff --git a/WordSim353/data/german_gurevych_zesch/gur_350_reduced.tsv b/WordSim353/data/german_gurevych_zesch/gur_350_reduced.tsv
new file mode 100644
index 0000000000000000000000000000000000000000..e0265a00a5dd1cc299b7cf77b9c10c57c039f471
--- /dev/null
+++ b/WordSim353/data/german_gurevych_zesch/gur_350_reduced.tsv
@@ -0,0 +1,284 @@
+#WORD1	WORD2	Value	POS1	POS2
+Absage	ablehnen	3.5	n	v
+Absage	Stellenanzeige	1.88	n	n
+Afrika	historisch	1	n	a
+Agentur	Irrtum	0	n	n
+analysieren	Analyse	3.88	v	n
+Ansehen	Schaden	0.88	n	n
+aufklären	erklären	2.5	v	v
+Aufpreis	Grundpreis	3.13	n	n
+Aufstieg	Erfolg	3.25	n	n
+aufzeichnen	schreiben	2.75	v	v
+Aussage	Auftritt	1.38	n	n
+Aussage	Rede	2.38	n	n
+Aussage	sagen	3.38	n	v
+Aussterben	bedrohen	2.13	n	v
+Auto	fahren	3.5	n	v
+Bayern	Bayerisch	4	n	a
+Bayern	Deutschland	3.5	n	n
+Beamte	Amt	3.63	n	n
+beginnen	dauern	2.38	v	v
+begründen	ausgehen	0.88	v	v
+Behörde	Vorschrift	2.75	n	n
+beinhalten	umfassen	3.25	v	v
+Benedetto	Benedikt	3.63	n	n
+Berufstätigkeit	Erfolg	2.13	n	n
+beschleunigen	übertreiben	1.13	v	v
+beschuldigen	Mitschuld	2.5	v	n
+Besucher	bekommen	1.38	n	v
+Bewerbung	Job	2.38	n	n
+Bild	ähneln	1.38	n	v
+Bild	Grafik	3.13	n	n
+Bild	Röntgenaufnahme	3	n	n
+Bild	Symbol	2.13	n	n
+Bild	visuell	3	n	a
+Böse	Gott	2	n	n
+Botschaft	sichtbar	0.25	n	a
+Büro	Schreibtisch	3	n	n
+Demut	demütig	4	n	a
+demütig	selbstbewusst	1.88	a	a
+Design	Optik	2.63	n	n
+Designer	Eleganz	2.63	n	n
+deutsch	Deutscher	3.88	a	n
+Deutscher	Bundesbürger	3.5	n	n
+Deutschland	Europa	3.25	n	n
+Ding	Gegenstand	4	n	n
+Doktorandin	Abteilung	1.88	n	n
+Doktorandin	Dissertationsthema	2.63	n	n
+dringend	rasch	2.38	a	a
+Durchsicht	sehen	2.75	n	v
+einfach	komplex	2.75	a	a
+Einrichtung	Interior	3.5	n	n
+Einsamkeit	allein	3.5	n	a
+einsteigen	aussteigen	2.75	v	v
+Eleganz	klobig	1.38	n	a
+Eltern	Vater	3.5	n	n
+entgehen	bewundern	0.13	v	v
+Erfolg	erfolgreich	4	n	a
+Erfolg	Maßstab	1.25	n	n
+erforschen	herausfinden	3.13	v	v
+Erhalt	bedroht	1	n	a
+erkennen	sehen	3	v	v
+erklären	begründen	2.5	v	v
+erklären	machen	0.5	v	v
+ernst	ironisch	2	a	a
+erst	Ursprungsort	1.38	a	n
+Erwachsener	Geist	0	n	n
+Erwachsener	Kinder	2.63	n	n
+erwarten	klären	0	v	v
+fahren	Automobil	3	v	n
+filtern	herausfiltern	3.63	v	v
+filtern	selektieren	3.38	v	v
+finden	herausfinden	3	v	v
+Fisch	schwimmen	3.38	n	v
+fokussieren	Aufmerksamkeit	2.63	v	n
+folgen	sortieren	0.25	v	v
+Form	Farbe	2.13	n	n
+formulieren	Formulierung	3.88	v	n
+Formulierung	Stiftung	0.13	n	n
+Forscher	Wissenschaftler	3.88	n	n
+Frage	Antwort	3.25	n	n
+Franzose	Deutscher	2.38	n	n
+Frau	Familie	2.75	n	n
+Frau	Mann	3.25	n	n
+Frust	Rache	1.88	n	n
+geben	nehmen	3.25	v	v
+Gefühl	Frau	1.75	n	n
+Gegenwind	kritisieren	0.5	n	v
+Gehege	Zoo	2.63	n	n
+Gehirn	Kortex	3.25	n	n
+Gehirn	verstehen	2.13	n	v
+gemeinsam	leben	1	a	v
+Generation	Jugendlicher	2.5	n	n
+geografisch	praktisch	0.13	a	a
+Geschlecht	Mann	3	n	n
+Gewalt	Frieden	2.63	n	n
+Gewalt	Kämpfer	2.63	n	n
+Gewicht	Karriere	0.38	n	n
+Glaube	natürlich	0.5	n	a
+Glück	glücklich	3.88	n	a
+Gorilla	Schlange	1.25	n	n
+großzügig	schrumpfen	0.5	a	v
+gründen	Arbeitsgruppe	0.75	v	n
+Grundlagenforschung	verstehen	1.63	n	v
+Hand	Erwachsener	1.38	n	n
+Hand	Mensch	2.75	n	n
+helfen	unterstützen	3.38	v	v
+Herkunft	Geschlecht	1.38	n	n
+Hintergrund	Fassade	2	n	n
+Hirn	Gehirn	3.88	n	n
+Hoffnung	Resignation	2.75	n	n
+Honorarbasis	bezahlen	3	n	v
+Hunderttausend	Menge	3	n	n
+Hunger	Armut	2.88	n	n
+informieren	erfahren	2.63	v	v
+Innenspiegel	Auto	3.13	n	n
+Internetseite	herunterladen	3.25	n	v
+italienisch	vergehen	0	a	v
+Jäger	Wald	2.75	n	n
+kämpfen	idyllisch	0.13	v	a
+kämpfen	Veterinär	0.38	v	n
+Karriere	Risiko	1	n	n
+Kind	Familie	3.38	n	n
+Kompaktvan	Modell	2.5	n	n
+Krankheit	reißen	0.25	n	v
+kühl	hübsch	0.38	a	a
+Kulturwissenschaft	Grafiker	0.63	n	n
+lachen	leben	1.63	v	v
+lassen	prägen	0.25	v	v
+laufen	bleiben	1.25	v	v
+leben	hellen	0.13	v	v
+leben	Tod	3.25	v	n
+legen	Tisch	1.13	v	n
+lernen	gleichzeitig	0	v	a
+Lied	singen	3.38	n	v
+Linguistik	Wissenschaft	3.5	n	n
+Luft	Leben	2.75	n	n
+Lupe	suchen	2	n	v
+lustig	Witz	3.25	a	n
+machen	anfertigen	3.63	v	v
+machen	ausüben	2.5	v	v
+Macht	Reich	2.5	n	n
+Mai	Januar	2.88	n	n
+Mann	Geschäftspartner	1.5	n	n
+männlich	Weiblich	3.13	a	a
+Marktl	Bayern	2.25	n	n
+Mehrarbeit	Workaholic	2	n	n
+Meinung	Ãœberzeugung	3.13	n	n
+Minister	Außenminister	3.38	n	n
+Minister	Ministerpräsident	3.38	n	n
+Minister	Politiker	3.25	n	n
+mitteilen	Nachricht	3	v	n
+moderat	extra	1.25	a	a
+modern	sportlich	1.25	a	a
+momentan	kommend	1.38	a	v
+Monate	alt	2.25	n	a
+Montag	November	2.38	n	n
+Motor	Hubraum	2.75	n	n
+nachgehen	untersuchen	2.75	v	v
+Natur	künstlich	2.63	n	a
+Niedersachsen	Landesverband	1.63	n	n
+Objekt	Gegenstand	3.88	n	n
+objektiv	subjektiv	3.13	a	a
+pädagogisch	weitläufig	0.5	a	a
+Papst	Kirche	3.38	n	n
+parallel	linear	1.75	a	a
+Pinguin	baden	1.5	n	v
+Platz	aufgebläht	0.13	n	a
+Platz	Petersplatz	3.13	n	n
+Pontifikat	Papst	3.38	n	n
+Problem	Schwierigkeit	3.25	n	n
+Projekt	Aktion	2	n	n
+Prüfung	Zeugnis	2.5	n	n
+Punktverlust	Platz	1.13	n	n
+Ratzinger	Papst	3.38	n	n
+Relevanz	relevant	3.88	n	a
+riesig	üppig	2.63	a	a
+sachlich	Seriosität	2.13	a	n
+sagen	erklären	2.13	v	v
+sagen	mitteilen	3.13	v	v
+schauen	sehen	3.75	v	v
+schließen	Überlegung	0.88	v	n
+Schwabe	sparen	2.75	n	v
+Schwabe	Stuttgarter	3.38	n	n
+serienmäßig	extra	2.13	a	a
+Sicherheit	klobig	0.25	n	a
+Sohn	aussteigen	0	n	v
+Sohn	Vater	3.38	n	n
+Spitze	allein	1.13	n	a
+Spitze	hoch	2.25	n	a
+sportlich	Interior	0	a	n
+sportlich	teuer	0.38	a	a
+stark	Kämpfer	1.88	a	n
+Steckdose	komplex	0.13	n	a
+Steckdose	Stern	0.13	n	n
+Stellenangebot	sehen	0.38	n	v
+Stellenangebot	Wochenzeitung	2.25	n	n
+Stoiber	Ministerpräsident	3.13	n	n
+Studie	Dissertationsthema	1.88	n	n
+Studie	Ergebnis	2.75	n	n
+Studierende	Abteilung	1.63	n	n
+Studierende	Note	2.38	n	n
+Studium	arbeiten	2.63	n	v
+Studium	Beruf	3	n	n
+Studium	Deutscher	0.25	n	n
+Studium	Europa	0.5	n	n
+Studium	Gegenstand	0.88	n	n
+Studium	studieren	4	n	v
+suchen	Bundesbürger	0	v	n
+suchen	finden	3	v	v
+summieren	selbstbewusst	0.13	v	a
+summieren	teuer	0.88	v	a
+Tag	demütig	0.25	n	a
+Tag	Donnerstag	3.38	n	n
+Tag	Leben	1.5	n	n
+Tag	Schreibtisch	0	n	n
+Tag	sichtbar	0.63	n	a
+Tag	Stunde	2.75	n	n
+Tastatur	Gott	0	n	n
+Tastatur	Suche	0.63	n	n
+Tätigkeit	Arbeit	3	n	n
+Tätigkeit	visuell	0.13	n	a
+teuer	kostspielig	3.88	a	a
+teuer	Symbol	0.25	a	n
+Tier	Natur	2.63	n	n
+Tier	Röntgenaufnahme	0.25	n	n
+Tierpark	Giraffe	3	n	n
+Tierpark	Grafik	0.5	n	n
+Tod	ähneln	0	n	a
+Tod	Beerdigung	3.25	n	n
+Traurigkeit	bekommen	0.13	n	v
+überzeugen	Mitschuld	0.5	v	n
+überzeugen	zeigen	1.5	v	v
+Überzeugung	übertreiben	0.63	n	v
+Ãœberzeugung	Zweifel	2.63	n	n
+Umfrage	Erfolg	0.13	n	n
+Unternehmen	Firma	3.63	n	n
+untersuchen	Benedikt	0	v	n
+untersuchen	suchen	2.5	v	v
+Untersuchungsausschuss	aussagen	1.88	n	v
+Untersuchungsausschuss	umfassen	0.38	n	v
+Van	Vorschrift	0.25	n	n
+Vatikan	ausgehen	0.13	n	v
+Vatikan	Katholik	3.25	n	n
+veranstalten	betreuen	1.38	v	v
+veranstalten	dauern	0.75	v	v
+verantwortlich	Amt	2.25	a	n
+verantwortlich	zuständig	3.63	a	a
+vergangen	damalig	3.25	a	a
+Vergangenheit	alte	2	n	a
+Vergangenheit	Deutschland	1	n	n
+verhindert	Bayerisch	0	a	a
+verhindert	Beihilfe	0.75	a	n
+verkaufen	bezahlen	2.5	v	v
+verkaufen	fahren	0.13	v	v
+Vernehmung	bedrohen	0.75	n	v
+Vernehmung	vernommen	3.63	n	v
+versäumen	sagen	0.13	v	v
+versäumen	überprüfen	0.13	v	v
+verschicken	Post	3	v	n
+verschicken	Rede	0.25	v	n
+versichern	Auftritt	0.13	v	n
+versichern	bedauern	0.5	v	v
+viel	groß	2	a	a
+viel	schreiben	0.38	a	v
+vorankommen	Entwicklung	2.5	v	n
+vorankommen	Grundpreis	0.25	v	n
+weit	Bewerbung	0	a	n
+weit	erklären	0.25	a	v
+weit	nahe	3.13	a	a
+Welle	Schaden	1	n	n
+Welle	Surfer	3.13	n	n
+Widerspruch	Analyse	1.13	n	n
+Widerspruch	Gebiet	0	n	n
+Wien	deutschsprachig	3	n	a
+Wirtschaftsprofessor	Irrtum	0.38	n	n
+Wirtschaftsprofessor	Professor	3.63	n	n
+Wirtschaftsuniversität	Abteilung	1.75	n	n
+Wirtschaftsuniversität	historisch	0.63	n	a
+Witz	Joke	4	n	n
+Witz	Kopf	1.13	n	n
+Zebra	Stellenanzeige	0	n	n
+Zebra	Tier	3.25	n	n
+Zielstrebigkeit	ablehnen	0.25	n	v
+Zielstrebigkeit	Erfolg	2.63	n	n
diff --git a/WordSim353/data/multilingual_leviant_reichart/wordsim353-english-rel.txt b/WordSim353/data/multilingual_leviant_reichart/wordsim353-english-rel.txt
new file mode 100644
index 0000000000000000000000000000000000000000..60887674b575d3ab8751f325f2c354a3ebb53e75
--- /dev/null
+++ b/WordSim353/data/multilingual_leviant_reichart/wordsim353-english-rel.txt
@@ -0,0 +1,253 @@
+Word1	Word2	Score
+love	sex	8.31
+book	paper	7.69
+computer	keyboard	8.38
+computer	internet	8.23
+telephone	communication	8.38
+drug	abuse	6.46
+smart	student	6.58
+company	stock	6.85
+stock	market	7.46
+stock	phone	1.54
+stock	CD	4.04
+stock	jaguar	1.54
+stock	egg	1.62
+fertility	egg	8.38
+stock	live	3.69
+stock	life	1.85
+book	library	8.77
+bank	money	8.69
+professor	cucumber	0.23
+king	cabbage	1.15
+Jerusalem	Israel	8.77
+Jerusalem	Palestinian	7.85
+holy	sex	1.46
+Maradona	football	4.92
+tennis	racket	8.69
+Arafat	peace	3.62
+Arafat	terror	5.92
+law	lawyer	9.23
+movie	star	7.46
+movie	popcorn	6.77
+movie	critic	6.08
+movie	theater	7.85
+physics	proton	6.38
+space	chemistry	3.77
+alcohol	chemistry	4.62
+drink	car	0.77
+drink	ear	0.38
+drink	mouth	6.38
+baby	mother	6.23
+drink	mother	1.31
+tool	implement	7.00
+brother	monk	5.31
+crane	implement	3.08
+lad	brother	5.62
+journey	car	5.62
+monk	oracle	4.31
+cemetery	woodland	2.15
+coast	hill	3.15
+forest	graveyard	2.00
+shore	woodland	3.00
+monk	slave	2.15
+coast	forest	2.92
+lad	wizard	1.85
+chord	smile	1.23
+glass	magician	1.15
+noon	string	0.46
+rooster	voyage	0.54
+money	wealth	8.38
+money	property	5.38
+money	possession	6.46
+money	bank	7.23
+money	deposit	7.46
+money	withdrawal	7.38
+money	laundering	6.54
+money	operation	3.00
+tiger	zoo	7.65
+psychology	anxiety	7.27
+psychology	fear	5.96
+psychology	depression	7.31
+psychology	clinic	7.46
+psychology	doctor	7.98
+psychology	Freud	8.46
+psychology	mind	8.46
+psychology	health	7.35
+psychology	cognition	7.50
+planet	constellation	7.08
+planet	galaxy	7.65
+planet	space	8.23
+planet	astronomer	7.23
+precedent	information	5.54
+precedent	cognition	4.15
+precedent	law	6.54
+precedent	collection	3.92
+precedent	group	2.38
+cup	coffee	7.65
+cup	article	1.85
+cup	drink	7.96
+cup	food	4.15
+cup	substance	3.69
+cup	liquid	6.82
+energy	secretary	0.92
+secretary	senate	3.92
+energy	laboratory	4.12
+computer	laboratory	4.58
+weapon	secret	4.73
+FBI	fingerprint	5.38
+FBI	investigation	8.15
+investigation	effort	5.50
+Mars	water	2.65
+Mars	scientist	4.31
+news	report	8.15
+canyon	landscape	7.62
+image	surface	4.04
+discovery	space	6.50
+water	seepage	6.15
+sign	recess	1.42
+Wednesday	news	1.96
+computer	news	4.08
+territory	surface	3.96
+atmosphere	landscape	3.58
+president	medal	3.38
+war	troops	7.88
+record	number	5.88
+theater	history	2.65
+volunteer	motto	1.85
+prejudice	recognition	2.73
+decoration	valor	6.88
+century	nation	1.46
+delay	racism	1.08
+delay	news	1.88
+minister	party	2.58
+peace	plan	3.69
+minority	peace	2.85
+attempt	peace	2.35
+government	crisis	4.42
+deployment	departure	7.81
+deployment	withdrawal	6.27
+energy	crisis	3.85
+announcement	effort	3.08
+stroke	hospital	5.88
+disability	death	5.15
+victim	emergency	6.77
+treatment	recovery	7.54
+journal	association	3.00
+doctor	liability	4.69
+liability	insurance	8.48
+school	center	5.08
+reason	hypertension	0.69
+reason	criterion	5.50
+hundred	percent	6.69
+death	row	5.46
+death	inmate	3.92
+lawyer	evidence	7.35
+life	term	5.35
+word	similarity	2.00
+board	recommendation	2.50
+governor	interview	1.31
+OPEC	country	1.92
+peace	atmosphere	2.31
+peace	insurance	0.69
+territory	kilometer	2.46
+competition	price	4.54
+consumer	confidence	4.08
+consumer	energy	4.50
+problem	airport	1.92
+car	flight	3.46
+credit	card	6.38
+credit	information	5.65
+hotel	reservation	7.59
+grocery	money	4.88
+registration	arrangement	5.12
+arrangement	accommodation	6.54
+month	hotel	0.31
+arrival	hotel	4.27
+bed	closet	2.33
+closet	clothes	7.69
+situation	conclusion	3.46
+situation	isolation	1.88
+impartiality	interest	2.65
+direction	combination	0.81
+street	children	1.54
+listing	proximity	1.96
+listing	category	6.29
+production	hike	1.00
+benchmark	index	4.46
+media	trading	1.15
+media	gain	1.31
+dividend	calculation	6.62
+currency	market	5.46
+OPEC	oil	7.52
+oil	stock	5.69
+announcement	production	2.38
+announcement	warning	6.15
+profit	warning	0.77
+dollar	profit	6.77
+dollar	loss	5.38
+computer	software	8.00
+network	hardware	7.73
+equipment	maker	3.62
+luxury	car	5.12
+five	month	1.08
+report	gain	3.00
+investor	earning	6.42
+baseball	season	5.31
+game	victory	6.54
+game	team	7.15
+game	series	4.62
+game	defeat	5.38
+seven	series	2.38
+seafood	sea	7.94
+food	preparation	5.46
+video	archive	3.69
+start	year	1.42
+start	match	2.08
+game	round	4.46
+boxing	round	6.54
+fighting	defeating	5.31
+line	insurance	1.15
+day	summer	3.54
+summer	drought	5.19
+summer	nature	4.62
+day	dawn	7.62
+nature	environment	8.85
+environment	ecology	8.23
+nature	man	6.69
+soap	opera	5.38
+life	lesson	5.69
+focus	life	4.46
+production	crew	5.38
+television	film	6.88
+lover	quarrel	5.69
+viewer	serial	3.04
+possibility	girl	2.46
+population	development	4.42
+morality	importance	4.46
+morality	marriage	4.77
+gender	equality	6.27
+change	attitude	5.54
+family	planning	5.69
+opera	industry	3.38
+sugar	approach	1.00
+practice	institution	3.31
+ministry	culture	4.35
+problem	challenge	7.81
+size	prominence	6.19
+country	citizen	6.15
+planet	people	5.85
+development	issue	4.58
+experience	music	4.54
+music	project	4.46
+chance	credibility	4.12
+exhibit	memorabilia	5.85
+concert	virtuoso	6.04
+observation	architecture	3.62
+space	world	5.85
+preservation	world	4.31
+admission	ticket	7.42
+shower	flood	6.19
+weather	forecast	7.88
+disaster	area	5.04
+governor	office	5.85
+architecture	century	3.31
\ No newline at end of file
diff --git a/WordSim353/data/multilingual_leviant_reichart/wordsim353-english-sim.txt b/WordSim353/data/multilingual_leviant_reichart/wordsim353-english-sim.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ff3e0e506d4fcd8a7e50d229f8b595c8158a5d0d
--- /dev/null
+++ b/WordSim353/data/multilingual_leviant_reichart/wordsim353-english-sim.txt
@@ -0,0 +1,202 @@
+Word1	Word2	Score
+tiger	cat	8.31
+tiger	tiger	10.00
+plane	car	5.85
+train	car	6.31
+television	radio	6.85
+media	radio	8.08
+bread	butter	7.54
+cucumber	potato	5.92
+doctor	nurse	8.15
+professor	doctor	5.31
+student	professor	6.54
+smart	student	6.58
+smart	stupid	5.92
+stock	phone	1.54
+stock	CD	4.04
+stock	jaguar	1.54
+stock	egg	1.62
+stock	live	3.69
+stock	life	1.85
+wood	forest	8.38
+money	cash	9.38
+professor	cucumber	0.23
+king	cabbage	1.15
+king	queen	8.46
+king	rook	5.92
+bishop	rabbi	8.23
+holy	sex	1.46
+fuck	sex	9.31
+football	basketball	7.08
+football	tennis	6.46
+Arafat	Jackson	2.77
+physics	chemistry	7.77
+space	chemistry	3.77
+vodka	gin	8.15
+vodka	brandy	7.85
+drink	car	0.77
+drink	ear	0.38
+drink	eat	6.61
+drink	mother	1.31
+car	automobile	9.54
+gem	jewel	9.31
+journey	voyage	9.54
+boy	lad	9.46
+asylum	madhouse	9.00
+magician	wizard	8.77
+furnace	stove	7.69
+food	fruit	8.15
+bird	cock	6.85
+bird	crane	8.31
+crane	implement	3.08
+lad	brother	5.62
+monk	oracle	4.31
+cemetery	woodland	2.15
+food	rooster	2.92
+coast	hill	3.15
+forest	graveyard	2.00
+shore	woodland	3.00
+monk	slave	2.15
+coast	forest	2.92
+lad	wizard	1.85
+chord	smile	1.23
+glass	magician	1.15
+noon	string	0.46
+rooster	voyage	0.54
+money	dollar	9.08
+money	cash	9.38
+money	currency	9.54
+money	operation	3.00
+tiger	jaguar	8.42
+tiger	feline	8.46
+tiger	carnivore	8.92
+tiger	mammal	8.81
+tiger	animal	9.06
+tiger	organism	6.77
+tiger	fauna	4.31
+psychology	psychiatry	8.35
+psychology	science	6.81
+psychology	discipline	6.23
+planet	star	8.08
+planet	moon	8.15
+planet	sun	8.58
+precedent	example	6.85
+precedent	information	5.54
+precedent	cognition	4.15
+precedent	collection	3.92
+precedent	group	2.38
+precedent	antecedent	6.69
+cup	tableware	7.54
+cup	article	1.85
+cup	artifact	3.54
+cup	object	6.62
+cup	entity	2.08
+cup	food	4.15
+cup	substance	3.69
+jaguar	cat	8.85
+jaguar	car	7.35
+energy	secretary	0.92
+investigation	effort	5.50
+Mars	water	2.65
+image	surface	4.04
+sign	recess	1.42
+Wednesday	news	1.96
+mile	kilometer	6.92
+computer	news	4.08
+atmosphere	landscape	3.58
+president	medal	3.38
+skin	eye	4.69
+Japanese	American	6.15
+theater	history	2.65
+volunteer	motto	1.85
+prejudice	recognition	2.73
+century	year	6.54
+century	nation	1.46
+delay	racism	1.08
+delay	news	1.88
+peace	plan	3.69
+minority	peace	2.85
+attempt	peace	2.35
+deployment	departure	7.81
+announcement	news	7.62
+announcement	effort	3.08
+journal	association	3.00
+doctor	personnel	5.73
+school	center	5.08
+reason	hypertension	0.69
+Harvard	Yale	8.77
+hospital	infrastructure	5.42
+life	death	6.96
+life	term	5.35
+word	similarity	2.00
+board	recommendation	2.50
+governor	interview	1.31
+peace	atmosphere	2.31
+peace	insurance	0.69
+travel	activity	4.85
+consumer	confidence	4.08
+consumer	energy	4.50
+problem	airport	1.92
+car	flight	3.46
+month	hotel	0.31
+type	kind	9.31
+situation	conclusion	3.46
+situation	isolation	1.88
+direction	combination	0.81
+street	place	6.08
+street	avenue	8.77
+street	block	7.85
+street	children	1.54
+listing	proximity	1.96
+cell	phone	8.54
+production	hike	1.00
+benchmark	index	4.46
+media	trading	1.15
+media	gain	1.31
+dividend	payment	8.38
+calculation	computation	9.38
+announcement	production	2.38
+profit	warning	0.77
+profit	loss	6.69
+dollar	yen	8.08
+dollar	buck	9.54
+phone	equipment	6.85
+five	month	1.08
+report	gain	3.00
+liquid	water	8.62
+marathon	sprint	5.69
+seven	series	2.38
+seafood	food	8.52
+seafood	lobster	8.60
+lobster	food	8.37
+lobster	wine	2.54
+start	year	1.42
+start	match	2.08
+championship	tournament	7.92
+line	insurance	1.15
+man	woman	8.38
+man	governor	6.00
+murder	manslaughter	7.65
+opera	performance	7.46
+focus	life	4.46
+viewer	serial	3.04
+possibility	girl	2.46
+population	development	4.42
+morality	importance	4.46
+morality	marriage	4.77
+Mexico	Brazil	6.19
+opera	industry	3.38
+sugar	approach	1.00
+practice	institution	3.31
+ministry	culture	4.35
+development	issue	4.58
+experience	music	4.54
+music	project	4.46
+glass	metal	4.58
+aluminum	metal	7.62
+chance	credibility	4.12
+rock	jazz	6.85
+museum	theater	6.00
+observation	architecture	3.62
+shower	thunderstorm	6.73
+architecture	century	3.31
\ No newline at end of file
diff --git a/WordSim353/data/multilingual_leviant_reichart/wordsim353-english.txt b/WordSim353/data/multilingual_leviant_reichart/wordsim353-english.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ac41fb34b543f68f81a93890040d8b7f321fc88d
--- /dev/null
+++ b/WordSim353/data/multilingual_leviant_reichart/wordsim353-english.txt
@@ -0,0 +1,351 @@
+Word1	Word2	Score
+love	sex	8.31
+tiger	cat	8.31
+tiger	tiger	10.00
+book	paper	7.69
+computer	keyboard	8.38
+computer	internet	8.23
+plane	car	5.85
+train	car	6.31
+telephone	communication	8.38
+television	radio	6.85
+media	radio	8.08
+drug	abuse	6.46
+bread	butter	7.54
+cucumber	potato	5.92
+doctor	nurse	8.15
+professor	doctor	5.31
+student	professor	6.54
+smart	student	6.58
+smart	stupid	5.92
+company	stock	6.85
+stock	market	7.46
+stock	phone	1.54
+stock	CD	4.04
+stock	jaguar	1.54
+stock	egg	1.62
+fertility	egg	8.38
+stock	live	3.69
+stock	life	1.85
+book	library	8.77
+bank	money	8.69
+wood	forest	8.38
+money	cash	9.38
+professor	cucumber	0.23
+king	cabbage	1.15
+king	queen	8.46
+king	rook	5.92
+bishop	rabbi	8.23
+Jerusalem	Israel	8.77
+Jerusalem	Palestinian	7.85
+holy	sex	1.46
+fuck	sex	9.31
+Maradona	football	4.92
+football	basketball	7.08
+football	tennis	6.46
+tennis	racket	8.69
+Arafat	peace	3.62
+Arafat	terror	5.92
+Arafat	Jackson	2.77
+law	lawyer	9.23
+movie	star	7.46
+movie	popcorn	6.77
+movie	critic	6.08
+movie	theater	7.85
+physics	proton	6.38
+physics	chemistry	7.77
+space	chemistry	3.77
+alcohol	chemistry	4.62
+vodka	gin	8.15
+vodka	brandy	7.85
+drink	car	0.77
+drink	ear	0.38
+drink	mouth	6.38
+drink	eat	6.61
+baby	mother	6.23
+drink	mother	1.31
+car	automobile	9.54
+gem	jewel	9.31
+journey	voyage	9.54
+boy	lad	9.46
+asylum	madhouse	9.00
+magician	wizard	8.77
+furnace	stove	7.69
+food	fruit	8.15
+bird	cock	6.85
+bird	crane	8.31
+tool	implement	7.00
+brother	monk	5.31
+crane	implement	3.08
+lad	brother	5.62
+journey	car	5.62
+monk	oracle	4.31
+cemetery	woodland	2.15
+food	rooster	2.92
+coast	hill	3.15
+forest	graveyard	2.00
+shore	woodland	3.00
+monk	slave	2.15
+coast	forest	2.92
+lad	wizard	1.85
+chord	smile	1.23
+glass	magician	1.15
+noon	string	0.46
+rooster	voyage	0.54
+money	dollar	9.08
+money	cash	9.38
+money	currency	9.54
+money	wealth	8.38
+money	property	5.38
+money	possession	6.46
+money	bank	7.23
+money	deposit	7.46
+money	withdrawal	7.38
+money	laundering	6.54
+money	operation	3.00
+tiger	jaguar	8.42
+tiger	feline	8.46
+tiger	carnivore	8.92
+tiger	mammal	8.81
+tiger	animal	9.06
+tiger	organism	6.77
+tiger	fauna	4.31
+tiger	zoo	7.65
+psychology	psychiatry	8.35
+psychology	anxiety	7.27
+psychology	fear	5.96
+psychology	depression	7.31
+psychology	clinic	7.46
+psychology	doctor	7.98
+psychology	Freud	8.46
+psychology	mind	8.46
+psychology	health	7.35
+psychology	science	6.81
+psychology	discipline	6.23
+psychology	cognition	7.50
+planet	star	8.08
+planet	constellation	7.08
+planet	moon	8.15
+planet	sun	8.58
+planet	galaxy	7.65
+planet	space	8.23
+planet	astronomer	7.23
+precedent	example	6.85
+precedent	information	5.54
+precedent	cognition	4.15
+precedent	law	6.54
+precedent	collection	3.92
+precedent	group	2.38
+precedent	antecedent	6.69
+cup	coffee	7.65
+cup	tableware	7.54
+cup	article	1.85
+cup	artifact	3.54
+cup	object	6.62
+cup	entity	2.08
+cup	drink	7.96
+cup	food	4.15
+cup	substance	3.69
+cup	liquid	6.82
+jaguar	cat	8.85
+jaguar	car	7.35
+energy	secretary	0.92
+secretary	senate	3.92
+energy	laboratory	4.12
+computer	laboratory	4.58
+weapon	secret	4.73
+FBI	fingerprint	5.38
+FBI	investigation	8.15
+investigation	effort	5.50
+Mars	water	2.65
+Mars	scientist	4.31
+news	report	8.15
+canyon	landscape	7.62
+image	surface	4.04
+discovery	space	6.50
+water	seepage	6.15
+sign	recess	1.42
+Wednesday	news	1.96
+mile	kilometer	6.92
+computer	news	4.08
+territory	surface	3.96
+atmosphere	landscape	3.58
+president	medal	3.38
+war	troops	7.88
+record	number	5.88
+skin	eye	4.69
+Japanese	American	6.15
+theater	history	2.65
+volunteer	motto	1.85
+prejudice	recognition	2.73
+decoration	valor	6.88
+century	year	6.54
+century	nation	1.46
+delay	racism	1.08
+delay	news	1.88
+minister	party	2.58
+peace	plan	3.69
+minority	peace	2.85
+attempt	peace	2.35
+government	crisis	4.42
+deployment	departure	7.81
+deployment	withdrawal	6.27
+energy	crisis	3.85
+announcement	news	7.62
+announcement	effort	3.08
+stroke	hospital	5.88
+disability	death	5.15
+victim	emergency	6.77
+treatment	recovery	7.54
+journal	association	3.00
+doctor	personnel	5.73
+doctor	liability	4.69
+liability	insurance	8.48
+school	center	5.08
+reason	hypertension	0.69
+reason	criterion	5.50
+hundred	percent	6.69
+Harvard	Yale	8.77
+hospital	infrastructure	5.42
+death	row	5.46
+death	inmate	3.92
+lawyer	evidence	7.35
+life	death	6.96
+life	term	5.35
+word	similarity	2.00
+board	recommendation	2.50
+governor	interview	1.31
+OPEC	country	1.92
+peace	atmosphere	2.31
+peace	insurance	0.69
+territory	kilometer	2.46
+travel	activity	4.85
+competition	price	4.54
+consumer	confidence	4.08
+consumer	energy	4.50
+problem	airport	1.92
+car	flight	3.46
+credit	card	6.38
+credit	information	5.65
+hotel	reservation	7.59
+grocery	money	4.88
+registration	arrangement	5.12
+arrangement	accommodation	6.54
+month	hotel	0.31
+type	kind	9.31
+arrival	hotel	4.27
+bed	closet	2.33
+closet	clothes	7.69
+situation	conclusion	3.46
+situation	isolation	1.88
+impartiality	interest	2.65
+direction	combination	0.81
+street	place	6.08
+street	avenue	8.77
+street	block	7.85
+street	children	1.54
+listing	proximity	1.96
+listing	category	6.29
+cell	phone	8.54
+production	hike	1.00
+benchmark	index	4.46
+media	trading	1.15
+media	gain	1.31
+dividend	payment	8.38
+dividend	calculation	6.62
+calculation	computation	9.38
+currency	market	5.46
+OPEC	oil	7.52
+oil	stock	5.69
+announcement	production	2.38
+announcement	warning	6.15
+profit	warning	0.77
+profit	loss	6.69
+dollar	yen	8.08
+dollar	buck	9.54
+dollar	profit	6.77
+dollar	loss	5.38
+computer	software	8.00
+network	hardware	7.73
+phone	equipment	6.85
+equipment	maker	3.62
+luxury	car	5.12
+five	month	1.08
+report	gain	3.00
+investor	earning	6.42
+liquid	water	8.62
+baseball	season	5.31
+game	victory	6.54
+game	team	7.15
+marathon	sprint	5.69
+game	series	4.62
+game	defeat	5.38
+seven	series	2.38
+seafood	sea	7.94
+seafood	food	8.52
+seafood	lobster	8.60
+lobster	food	8.37
+lobster	wine	2.54
+food	preparation	5.46
+video	archive	3.69
+start	year	1.42
+start	match	2.08
+game	round	4.46
+boxing	round	6.54
+championship	tournament	7.92
+fighting	defeating	5.31
+line	insurance	1.15
+day	summer	3.54
+summer	drought	5.19
+summer	nature	4.62
+day	dawn	7.62
+nature	environment	8.85
+environment	ecology	8.23
+nature	man	6.69
+man	woman	8.38
+man	governor	6.00
+murder	manslaughter	7.65
+soap	opera	5.38
+opera	performance	7.46
+life	lesson	5.69
+focus	life	4.46
+production	crew	5.38
+television	film	6.88
+lover	quarrel	5.69
+viewer	serial	3.04
+possibility	girl	2.46
+population	development	4.42
+morality	importance	4.46
+morality	marriage	4.77
+Mexico	Brazil	6.19
+gender	equality	6.27
+change	attitude	5.54
+family	planning	5.69
+opera	industry	3.38
+sugar	approach	1.00
+practice	institution	3.31
+ministry	culture	4.35
+problem	challenge	7.81
+size	prominence	6.19
+country	citizen	6.15
+planet	people	5.85
+development	issue	4.58
+experience	music	4.54
+music	project	4.46
+glass	metal	4.58
+aluminum	metal	7.62
+chance	credibility	4.12
+exhibit	memorabilia	5.85
+concert	virtuoso	6.04
+rock	jazz	6.85
+museum	theater	6.00
+observation	architecture	3.62
+space	world	5.85
+preservation	world	4.31
+admission	ticket	7.42
+shower	thunderstorm	6.73
+shower	flood	6.19
+weather	forecast	7.88
+disaster	area	5.04
+governor	office	5.85
+architecture	century	3.31
\ No newline at end of file
diff --git a/WordSim353/data/multilingual_leviant_reichart/wordsim353-german-rel.txt b/WordSim353/data/multilingual_leviant_reichart/wordsim353-german-rel.txt
new file mode 100644
index 0000000000000000000000000000000000000000..39f0fbfb790c44e0a46b8c29256f7d9a8425dd23
--- /dev/null
+++ b/WordSim353/data/multilingual_leviant_reichart/wordsim353-german-rel.txt
@@ -0,0 +1,253 @@
+Word1	Word2	Score
+Liebe	Sex	8.46
+Buch	Papier	7.08
+Computer	Tastatur	8.00
+Computer	Internet	8.08
+Telefon	Kommunikation	8.38
+Drogen	Mißbrauch	6.46
+klug	Student	4.85
+Unternehmen	Aktie	6.54
+Aktie	Börse	8.85
+Vorrat	Telefon	0.31
+Vorrat	CD	0.54
+Vorrat	Jaguar	0.23
+Vorrat	Ei	2.15
+Fruchtbarkeit	Ei	7.92
+Aktie	Live	1.08
+Aktie	Leben	0.62
+Buch	Bibliothek	8.31
+Bank	Geld	8.15
+Professor	Gurke	0.15
+König	Kohl	0.23
+Jerusalem	Israel	8.85
+Jerusalem	Palestinensisch	6.85
+Heilig	Sex	0.69
+Maradona	Fußball	8.00
+Tennis	Schläger	7.08
+Arafat	Frieden	2.46
+Arafat	Terror	5.23
+Gesetz	Anwalt	8.38
+Film	Star	7.62
+Film	Popcorn	6.08
+Film	Kritik	5.85
+Kino	Theater	6.85
+Physik	Proton	7.00
+Weltall	Chemie	3.31
+Alkohol	Chemie	5.08
+Drink	Auto	1.85
+Trinken	Ohren	0.62
+Trinken	Mund	6.46
+Baby	Mutter	7.85
+Säugen	Mutter	7.69
+Werkzeug	Arbeitsgerät	8.38
+Bruder	Mönch	5.92
+Kran	Arbeitsgerät	6.08
+Bursche	Bruder	4.23
+Fahrt	Auto	6.62
+Mönch	Orakel	1.38
+Friedhof	Waldgebiet	1.92
+Küste	Hügel	2.69
+Wald	Friedhof	3.31
+Ufer	Waldgebiet	2.31
+Mönch	Sklave	1.08
+Küste	Wald	1.77
+Bursche	Zauberer	0.77
+Akkord	Lächeln	0.31
+Glas	Magier	1.69
+Mittag	Faden	0.15
+Hahn	Reise	0.31
+Geld	Reichtum	8.19
+Geld	Eigentum	6.62
+Geld	Besitz	6.92
+Geld	Bank	8.31
+Geld	Pfand	5.13
+Geld	Einzahlung	6.23
+Geld	Abheben	6.54
+Geld	Wäsche	3.62
+Tiger	Zoo	5.91
+Psychologie	Beklemmung	4.35
+Psychologie	Angst	4.92
+Psychologie	Depression	6.77
+Psychologie	Klinik	6.17
+Psychologie	Arzt	5.85
+Psychologie	Freud	7.00
+Psychologie	Seele	5.88
+Psychologie	Gesundheit	5.11
+Psychologie	Erkenntnis	4.92
+Planet	Konstellation	6.23
+Planet	Galaxie	7.08
+Planet	Weltraum	7.08
+Planet	Astronom	6.38
+Basis	Information	3.32
+Voraussetzung	Erkenntnis	3.15
+Präzedensfall	Gesetz	5.62
+Beispielhaft	Sammlung	1.92
+Vorbildlich	Gruppe	2.19
+Tasse	Kaffee	7.21
+Tasse	Gegenstand	6.08
+Tasse	Trinken	7.62
+Tasse	Essen	1.77
+Tasse	Substanz	1.69
+Tasse	Flüssigkeit	5.47
+Energie	Minister	4.15
+Minister	Senat	5.96
+Energie	Labor	3.23
+Computer	Labor	4.31
+Waffe	Geheimnis	1.85
+Polizei	Fingerabdruck	6.23
+Polizei	Ermittlung	7.27
+Untersuchung	Aufwand	4.15
+Mars	Wasser	2.77
+Mars	Wissenschaftler	5.54
+Nachrichten	Bericht	7.85
+Schlucht	Landschaft	6.54
+Bild	Oberfläche	3.38
+Entdeckung	Weltall	4.77
+Wasser	Leck	5.81
+Zeichen	Kerbe	3.92
+Mittwoch	Nachrichten	1.38
+Computer	Nachrichten	4.23
+Gebiet	Oberfläche	3.77
+Atmosphäre	Landschaft	2.50
+Präsident	Orden	2.77
+Krieg	Truppen	6.81
+Rekord	Nummer	2.77
+Theater	Geschichte	3.85
+Freiwilliger	Motto	0.77
+Vorurteil	Anerkennung	3.46
+Auszeichnung	Tapferkeit	5.92
+Jahrhundert	Nation	1.54
+Verzögerung	Rassismus	1.31
+Verzögerung	Nachrichten	1.08
+Minister	Partei	7.38
+Frieden	Plan	3.85
+Minderheit	Frieden	2.23
+Versuch	Frieden	3.46
+Regierung	Krise	5.65
+Aufmarsch	Abzug	6.27
+Aufmarsch	Rückzug	6.81
+Energie	Krise	4.77
+Ankündigung	Aufwand	1.08
+Schlaganfall	Krankenhaus	6.88
+Behinderung	Tod	2.42
+Opfer	Notfall	6.69
+Behandlung	Erholung	5.46
+Zeitschrift	Verein	1.77
+Arzt	Verantwortung	6.65
+Haftung	Versicherung	7.62
+Schule	Zentrum	4.00
+Ursache	Bluthochdruck	3.65
+Ursache	Kriterium	3.69
+Hundert	Prozent	6.92
+Tod	Trakt	2.46
+Tod	Insasse	2.38
+Rechtsanwalt	Beweis	6.04
+Leben	Dauer	6.42
+Wort	Ähnlichkeit	2.46
+Gremium	Empfehlung	3.65
+Direktor	Interview	2.46
+OPEC	Staat	3.92
+Frieden	Stimmung	4.46
+Frieden	Versicherung	2.15
+Gelände	Kilometer	3.46
+Wettbewerb	Preis	7.73
+Konsument	Vertrauen	3.85
+Konsument	Energie	3.69
+Problem	Flughafen	2.23
+Auto	Flug	3.77
+Kredit	Karte	6.31
+Vertrauen	Information	4.77
+Hotel	Reservierung	6.81
+Lebensmittel	Geld	4.88
+Registrierung	Abmachung	2.69
+Vereinbarung	Unterkunft	2.00
+Monat	Hotel	0.69
+Ankunft	Hotel	4.54
+Bett	Schrank	6.15
+Schrank	Kleider	7.50
+Lage	Schlussfolgerung	3.69
+Situation	Isolation	2.15
+Unparteilichkeit	Interesse	2.50
+Richtung	Verbindung	3.65
+Straße	Kinder	3.73
+Aufzählung	Nähe	0.92
+Liste	Kategorie	5.85
+Herstellung	Wanderung	0.69
+Richtwert	Kennziffer	4.92
+Medien	Handel	2.87
+Medien	Vorteil	1.81
+Gewinnanteil	Kalkulation	6.15
+Währung	Markt	6.03
+OPEC	Öl	7.65
+Öl	Aktie	5.14
+Ankündigung	Produktion	1.65
+Ankündigung	Warnung	6.06
+Gewinn	Warnung	2.85
+Dollar	Gewinn	5.25
+Dollar	Verlust	5.27
+Computer	Software	8.35
+Netzwerk	Hardware	6.88
+Zubehör	Hersteller	4.43
+Luxus	Auto	5.14
+Fünf	Monat	1.33
+Bericht	Zuwachs	2.02
+Investor	Einkommen	4.05
+Baseball	Saison	4.98
+Spiel	Sieg	7.08
+Spiel	Mannschaft	6.88
+Spiel	Serie	4.85
+Spiel	Niederlage	6.77
+Sieben	Reihe	2.41
+Meeresfrüchte	Meer	7.32
+Essen	Vorbereitung	5.58
+Video	Archiv	5.06
+Beginn	Jahr	4.70
+Beginn	Partie	4.22
+Spiel	Runde	6.33
+Boxen	Runde	7.35
+Kämpfen	Besiegen	7.41
+Grundsatz	Versicherung	2.51
+Tag	Sommer	3.33
+Sommer	Dürre	6.04
+Sommer	Natur	5.37
+Tag	Dämmerung	5.97
+Natur	Umwelt	8.00
+Umwelt	Nachhaltigkeit	6.54
+Natur	Mensch	6.31
+Seife	Oper	2.85
+Leben	Lektion	4.54
+Fokus	Leben	2.62
+Herstellung	Belegschaft	3.23
+Fernsehen	Film	7.31
+Liebhaber	Streit	4.08
+Zuschauer	Serie	5.38
+Möglichkeit	Mädchen	1.65
+Bevölkerung	Entwicklung	4.27
+Moral	Wichtigkeit	4.65
+Moral	Heirat	2.81
+Geschlecht	Gleichheit	3.81
+Änderung	Einstellung	4.15
+Familie	Planung	5.62
+Oper	Industrie	0.85
+Zucker	Annäherung	1.46
+Praxis	Institution	4.27
+Ministerium	Kultur	4.38
+Problem	Herausforderung	6.08
+Größe	Prominenz	5.46
+Staat	Bürger	6.77
+Planet	Menschen	5.62
+Entwicklung	Ausgabe	3.15
+Erfahrung	Musik	1.08
+Musik	Projekt	4.04
+Möglichkeit	Glaubwürdigkeit	2.69
+Ausstellungsstück	Erinnerungsstück	4.38
+Konzert	virtuos	4.46
+Betrachtung	Architektur	4.38
+Weltraum	Erde	6.46
+Erhaltung	Welt	4.31
+Einlass	Eintritt	8.08
+Regen	Flut	7.27
+Wetter	Vorhersage	6.46
+Katastrophe	Gebiet	4.27
+Präsident	Büro	3.42
+Architektur	Jahrhundert	3.08
\ No newline at end of file
diff --git a/WordSim353/data/multilingual_leviant_reichart/wordsim353-german-sim.txt b/WordSim353/data/multilingual_leviant_reichart/wordsim353-german-sim.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ed3539db080d11dcffbb5b4c7d789c62afbbad06
--- /dev/null
+++ b/WordSim353/data/multilingual_leviant_reichart/wordsim353-german-sim.txt
@@ -0,0 +1,202 @@
+Word1	Word2	Score
+Tiger	Katze	7.92
+Tiger	Tiger	10.00
+Flugzeug	Auto	4.92
+Zug	Auto	5.54
+Fernseher	Radio	5.77
+Medien	Radio	8.15
+Brot	Butter	5.62
+Gurke	Kartoffel	4.92
+Arzt	Krankenschwester	6.69
+Professor	Doktor	6.77
+Student	Professor	5.69
+klug	Student	4.85
+klug	dumm	5.00
+Vorrat	Telefon	0.31
+Vorrat	CD	0.54
+Vorrat	Jaguar	0.23
+Vorrat	Ei	2.15
+Aktie	Live	1.08
+Aktie	Leben	0.62
+Holz	Wald	8.54
+Geld	Bargeld	9.69
+Professor	Gurke	0.15
+König	Kohl	0.23
+König	Königin	10.00
+König	Turm	5.15
+Bischoff	Rabbi	7.00
+Heilig	Sex	0.69
+Ficken	Sex	9.15
+Fußball	Basketball	5.38
+Fußball	Tennis	4.69
+Arafat	Jackson	0.69
+Physik	Chemie	7.54
+Weltall	Chemie	3.31
+Wodka	Gin	7.92
+Wodka	Brandy	8.22
+Drink	Auto	1.85
+Trinken	Ohren	0.62
+Trinken	Essen	7.23
+Säugen	Mutter	7.69
+Auto	Fahrzeug	9.19
+Edelstein	Juwel	9.27
+Ausflug	Reise	8.23
+Junge	Bursche	9.27
+Irrenanstalt	Tollhaus	8.23
+Magier	Zauberer	9.65
+Ofen	Herd	8.81
+Essen	Frucht	6.77
+Vogel	Hahn	6.08
+Vogel	Kranich	7.46
+Kran	Arbeitsgerät	6.08
+Bursche	Bruder	4.23
+Mönch	Orakel	1.38
+Friedhof	Waldgebiet	1.92
+Essen	Hahn	3.46
+Küste	Hügel	2.69
+Wald	Friedhof	3.31
+Ufer	Waldgebiet	2.31
+Mönch	Sklave	1.08
+Küste	Wald	1.77
+Bursche	Zauberer	0.77
+Akkord	Lächeln	0.31
+Glas	Magier	1.69
+Mittag	Faden	0.15
+Hahn	Reise	0.31
+Geld	Dollar	7.92
+Geld	Bargeld	9.19
+Geld	Währung	8.12
+Geld	Wäsche	3.62
+Tiger	Jaguar	6.00
+Tiger	Katze	6.92
+Tiger	Raubtier	8.00
+Tiger	Säugetier	6.58
+Tiger	Tier	7.85
+Tiger	Organismus	3.59
+Tiger	Fauna	3.69
+Psychologie	Psychiatrie	6.85
+Psychologie	Wissenschaft	5.96
+Psychologie	Disziplin	4.77
+Planet	Stern	7.23
+Planet	Mond	7.08
+Planet	Sonne	7.08
+Präzedenz	Beispiel	6.83
+Basis	Information	3.32
+Voraussetzung	Erkenntnis	3.15
+Beispielhaft	Sammlung	1.92
+Vorbildlich	Gruppe	2.19
+Vorangehend	Vorausgehend	8.04
+Tasse	Geschirr	8.00
+Tasse	Gegenstand	6.08
+Tasse	Artefakt	2.00
+Tasse	Objekt	5.69
+Tasse	Ding	5.08
+Tasse	Essen	1.77
+Tasse	Substanz	1.69
+Jaguar	Katze	6.66
+Jaguar	Auto	7.55
+Energie	Minister	4.15
+Untersuchung	Aufwand	4.15
+Mars	Wasser	2.77
+Bild	Oberfläche	3.38
+Zeichen	Kerbe	3.92
+Mittwoch	Nachrichten	1.38
+Meile	Kilometer	7.62
+Computer	Nachrichten	4.23
+Atmosphäre	Landschaft	2.50
+Präsident	Orden	2.77
+Haut	Augen	4.12
+Japaner	Amerikaner	5.73
+Theater	Geschichte	3.85
+Freiwilliger	Motto	0.77
+Vorurteil	Anerkennung	3.46
+Jahrhundert	Jahr	6.85
+Jahrhundert	Nation	1.54
+Verzögerung	Rassismus	1.31
+Verzögerung	Nachrichten	1.08
+Frieden	Plan	3.85
+Minderheit	Frieden	2.23
+Versuch	Frieden	3.46
+Aufmarsch	Abzug	6.27
+Ankündigung	Nachrichten	6.31
+Ankündigung	Aufwand	1.08
+Zeitschrift	Verein	1.77
+Arzt	Personal	4.46
+Schule	Zentrum	4.00
+Ursache	Bluthochdruck	3.65
+Harvard	Yale	7.85
+Krankenhaus	Infrastruktur	5.00
+Leben	Tod	8.69
+Leben	Dauer	6.42
+Wort	Ähnlichkeit	2.46
+Gremium	Empfehlung	3.65
+Direktor	Interview	2.46
+Frieden	Stimmung	4.46
+Frieden	Versicherung	2.15
+Reise	Aktivität	6.31
+Konsument	Vertrauen	3.85
+Konsument	Energie	3.69
+Problem	Flughafen	2.23
+Auto	Flug	3.77
+Monat	Hotel	0.69
+Art	Sorte	8.81
+Lage	Schlussfolgerung	3.69
+Situation	Isolation	2.15
+Richtung	Verbindung	3.65
+Straße	Platz	5.35
+Straße	Allee	7.73
+Straße	Häuserblock	5.50
+Straße	Kinder	3.73
+Aufzählung	Nähe	0.92
+Zelle	Telefon	6.38
+Herstellung	Wanderung	0.69
+Richtwert	Kennziffer	4.92
+Medien	Handel	2.87
+Medien	Vorteil	1.81
+Gewinnanteil	Auszahlung	7.32
+Kalkulation	Berechnung	9.54
+Ankündigung	Produktion	1.65
+Gewinn	Warnung	2.85
+Gewinn	Verlust	7.85
+Dollar	Yen	7.31
+Dollar	Kohle	5.58
+Telefon	Zubehör	4.42
+Fünf	Monat	1.33
+Bericht	Zuwachs	2.02
+Flüssigkeit	Wasser	8.62
+Marathon	Sprint	7.67
+Sieben	Reihe	2.41
+Meeresfrüchte	Essen	7.23
+Meeresfrüchte	Hummer	6.81
+Hummer	Essen	6.78
+Hummer	Wein	4.15
+Beginn	Jahr	4.70
+Beginn	Partie	4.22
+Meisterschaft	Turnier	8.05
+Grundsatz	Versicherung	2.51
+Mann	Frau	8.69
+Mann	Präsident	5.46
+Mord	Totschlag	8.62
+Oper	Aufführung	6.38
+Fokus	Leben	2.62
+Zuschauer	Serie	5.38
+Möglichkeit	Mädchen	1.65
+Bevölkerung	Entwicklung	4.27
+Moral	Wichtigkeit	4.65
+Moral	Heirat	2.81
+Mexiko	Brasil	5.23
+Oper	Industrie	0.85
+Zucker	Annäherung	1.46
+Praxis	Institution	4.27
+Ministerium	Kultur	4.38
+Entwicklung	Ausgabe	3.15
+Erfahrung	Musik	1.08
+Musik	Projekt	4.04
+Glas	Metal	3.92
+Aluminium	Metal	7.81
+Möglichkeit	Glaubwürdigkeit	2.69
+Rock	Jazz	6.19
+Museum	Theater	5.42
+Betrachtung	Architektur	4.38
+Regen	Gewitter	7.85
+Architektur	Jahrhundert	3.08
\ No newline at end of file
diff --git a/WordSim353/data/multilingual_leviant_reichart/wordsim353-german.txt b/WordSim353/data/multilingual_leviant_reichart/wordsim353-german.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9d671c3049399c0def23f3b3a6795268f41c2c41
--- /dev/null
+++ b/WordSim353/data/multilingual_leviant_reichart/wordsim353-german.txt
@@ -0,0 +1,351 @@
+Word1	Word2	Score
+Liebe	Sex	8.46
+Tiger	Katze	7.92
+Tiger	Tiger	10.00
+Buch	Papier	7.08
+Computer	Tastatur	8.00
+Computer	Internet	8.08
+Flugzeug	Auto	4.92
+Zug	Auto	5.54
+Telefon	Kommunikation	8.38
+Fernseher	Radio	5.77
+Medien	Radio	8.15
+Drogen	Mißbrauch	6.46
+Brot	Butter	5.62
+Gurke	Kartoffel	4.92
+Arzt	Krankenschwester	6.69
+Professor	Doktor	6.77
+Student	Professor	5.69
+klug	Student	4.85
+klug	dumm	5.00
+Unternehmen	Aktie	6.54
+Aktie	Börse	8.85
+Vorrat	Telefon	0.31
+Vorrat	CD	0.54
+Vorrat	Jaguar	0.23
+Vorrat	Ei	2.15
+Fruchtbarkeit	Ei	7.92
+Aktie	Live	1.08
+Aktie	Leben	0.62
+Buch	Bibliothek	8.31
+Bank	Geld	8.15
+Holz	Wald	8.54
+Geld	Bargeld	9.69
+Professor	Gurke	0.15
+König	Kohl	0.23
+König	Königin	10.00
+König	Turm	5.15
+Bischoff	Rabbi	7.00
+Jerusalem	Israel	8.85
+Jerusalem	Palästinensisch	6.85
+Heilig	Sex	0.69
+Ficken	Sex	9.15
+Maradona	Fußball	8.00
+Fußball	Basketball	5.38
+Fußball	Tennis	4.69
+Tennis	Schläger	7.08
+Arafat	Frieden	2.46
+Arafat	Terror	5.23
+Arafat	Jackson	0.69
+Gesetz	Anwalt	8.38
+Film	Star	7.62
+Film	Popcorn	6.08
+Film	Kritik	5.85
+Kino	Theater	6.85
+Physik	Proton	7.00
+Physik	Chemie	7.54
+Weltall	Chemie	3.31
+Alkohol	Chemie	5.08
+Wodka	Gin	7.92
+Wodka	Brandy	8.22
+Drink	Auto	1.85
+Trinken	Ohren	0.62
+Trinken	Mund	6.46
+Trinken	Essen	7.23
+Baby	Mutter	7.85
+Säugen	Mutter	7.69
+Auto	Fahrzeug	9.19
+Edelstein	Juwel	9.27
+Ausflug	Reise	8.23
+Junge	Bursche	9.27
+Irrenanstalt	Tollhaus	8.23
+Magier	Zauberer	9.65
+Ofen	Herd	8.81
+Essen	Frucht	6.77
+Vogel	Hahn	6.08
+Vogel	Kranich	7.46
+Werkzeug	Arbeitsgerät	8.38
+Bruder	Mönch	5.92
+Kran	Arbeitsgerät	6.08
+Bursche	Bruder	4.23
+Fahrt	Auto	6.62
+Mönch	Orakel	1.38
+Friedhof	Waldgebiet	1.92
+Essen	Hahn	3.46
+Küste	Hügel	2.69
+Wald	Friedhof	3.31
+Ufer	Waldgebiet	2.31
+Mönch	Sklave	1.08
+Küste	Wald	1.77
+Bursche	Zauberer	0.77
+Akkord	Lächeln	0.31
+Glas	Magier	1.69
+Mittag	Faden	0.15
+Hahn	Reise	0.31
+Geld	Dollar	7.92
+Geld	Bargeld	9.19
+Geld	Währung	8.12
+Geld	Reichtum	8.19
+Geld	Eigentum	6.62
+Geld	Besitz	6.92
+Geld	Bank	8.31
+Geld	Pfand	5.13
+Geld	Einzahlung	6.23
+Geld	Abheben	6.54
+Geld	Wäsche	3.62
+Tiger	Jaguar	6.00
+Tiger	Katze	6.92
+Tiger	Raubtier	8.00
+Tiger	Säugetier	6.58
+Tiger	Tier	7.85
+Tiger	Organismus	3.59
+Tiger	Fauna	3.69
+Tiger	Zoo	5.91
+Psychologie	Psychiatrie	6.85
+Psychologie	Beklemmung	4.35
+Psychologie	Angst	4.92
+Psychologie	Depression	6.77
+Psychologie	Klinik	6.17
+Psychologie	Arzt	5.85
+Psychologie	Freud	7.00
+Psychologie	Seele	5.88
+Psychologie	Gesundheit	5.11
+Psychologie	Wissenschaft	5.96
+Psychologie	Disziplin	4.77
+Psychologie	Erkenntnis	4.92
+Planet	Stern	7.23
+Planet	Konstellation	6.23
+Planet	Mond	7.08
+Planet	Sonne	7.08
+Planet	Galaxie	7.08
+Planet	Weltraum	7.08
+Planet	Astronom	6.38
+Präzedenz	Beispiel	6.83
+Basis	Information	3.32
+Voraussetzung	Erkenntnis	3.15
+Präzedenzfall	Gesetz	5.62
+Beispielhaft	Sammlung	1.92
+Vorbildlich	Gruppe	2.19
+Vorangehend	Vorausgehend	8.04
+Tasse	Kaffee	7.21
+Tasse	Geschirr	8.00
+Tasse	Gegenstand	6.08
+Tasse	Artefakt	2.00
+Tasse	Objekt	5.69
+Tasse	Ding	5.08
+Tasse	Trinken	7.62
+Tasse	Essen	1.77
+Tasse	Substanz	1.69
+Tasse	Flüssigkeit	5.47
+Jaguar	Katze	6.66
+Jaguar	Auto	7.55
+Energie	Minister	4.15
+Minister	Senat	5.96
+Energie	Labor	3.23
+Computer	Labor	4.31
+Waffe	Geheimnis	1.85
+Polizei	Fingerabdruck	6.23
+Polizei	Ermittlung	7.27
+Untersuchung	Aufwand	4.15
+Mars	Wasser	2.77
+Mars	Wissenschaftler	5.54
+Nachrichten	Bericht	7.85
+Schlucht	Landschaft	6.54
+Bild	Oberfläche	3.38
+Entdeckung	Weltall	4.77
+Wasser	Leck	5.81
+Zeichen	Kerbe	3.92
+Mittwoch	Nachrichten	1.38
+Meile	Kilometer	7.62
+Computer	Nachrichten	4.23
+Gebiet	Oberfläche	3.77
+Atmosphäre	Landschaft	2.50
+Präsident	Orden	2.77
+Krieg	Truppen	6.81
+Rekord	Nummer	2.77
+Haut	Augen	4.12
+Japaner	Amerikaner	5.73
+Theater	Geschichte	3.85
+Freiwilliger	Motto	0.77
+Vorurteil	Anerkennung	3.46
+Auszeichnung	Tapferkeit	5.92
+Jahrhundert	Jahr	6.85
+Jahrhundert	Nation	1.54
+Verzögerung	Rassismus	1.31
+Verzögerung	Nachrichten	1.08
+Minister	Partei	7.38
+Frieden	Plan	3.85
+Minderheit	Frieden	2.23
+Versuch	Frieden	3.46
+Regierung	Krise	5.65
+Aufmarsch	Abzug	6.27
+Aufmarsch	Rückzug	6.81
+Energie	Krise	4.77
+Ankündigung	Nachrichten	6.31
+Ankündigung	Aufwand	1.08
+Schlaganfall	Krankenhaus	6.88
+Behinderung	Tod	2.42
+Opfer	Notfall	6.69
+Behandlung	Erholung	5.46
+Zeitschrift	Verein	1.77
+Arzt	Personal	4.46
+Arzt	Verantwortung	6.65
+Haftung	Versicherung	7.62
+Schule	Zentrum	4.00
+Ursache	Bluthochdruck	3.65
+Ursache	Kriterium	3.69
+Hundert	Prozent	6.92
+Harvard	Yale	7.85
+Krankenhaus	Infrastruktur	5.00
+Tod	Trakt	2.46
+Tod	Insasse	2.38
+Rechtsanwalt	Beweis	6.04
+Leben	Tod	8.69
+Leben	Dauer	6.42
+Wort	Ähnlichkeit	2.46
+Gremium	Empfehlung	3.65
+Direktor	Interview	2.46
+OPEC	Staat	3.92
+Frieden	Stimmung	4.46
+Frieden	Versicherung	2.15
+Gelände	Kilometer	3.46
+Reise	Aktivität	6.31
+Wettbewerb	Preis	7.73
+Konsument	Vertrauen	3.85
+Konsument	Energie	3.69
+Problem	Flughafen	2.23
+Auto	Flug	3.77
+Kredit	Karte	6.31
+Vertrauen	Information	4.77
+Hotel	Reservierung	6.81
+Lebensmittel	Geld	4.88
+Registrierung	Abmachung	2.69
+Vereinbarung	Unterkunft	2.00
+Monat	Hotel	0.69
+Art	Sorte	8.81
+Ankunft	Hotel	4.54
+Bett	Schrank	6.15
+Schrank	Kleider	7.50
+Lage	Schlussfolgerung	3.69
+Situation	Isolation	2.15
+Unparteilichkeit	Interesse	2.50
+Richtung	Verbindung	3.65
+Straße	Platz	5.35
+Straße	Allee	7.73
+Straße	Häuserblock	5.50
+Straße	Kinder	3.73
+Aufzählung	Nähe	0.92
+Liste	Kategorie	5.85
+Zelle	Telefon	6.38
+Herstellung	Wanderung	0.69
+Richtwert	Kennziffer	4.92
+Medien	Handel	2.87
+Medien	Vorteil	1.81
+Gewinnanteil	Auszahlung	7.32
+Gewinnanteil	Kalkulation	6.15
+Kalkulation	Berechnung	9.54
+Währung	Markt	6.03
+OPEC	Öl	7.65
+Öl	Aktie	5.14
+Ankündigung	Produktion	1.65
+Ankündigung	Warnung	6.06
+Gewinn	Warnung	2.85
+Gewinn	Verlust	7.85
+Dollar	Yen	7.31
+Dollar	Kohle	5.58
+Dollar	Gewinn	5.25
+Dollar	Verlust	5.27
+Computer	Software	8.35
+Netzwerk	Hardware	6.88
+Telefon	Zubehör	4.42
+Zubehör	Hersteller	4.43
+Luxus	Auto	5.14
+Fünf	Monat	1.33
+Bericht	Zuwachs	2.02
+Investor	Einkommen	4.05
+Flüssigkeit	Wasser	8.62
+Baseball	Saison	4.98
+Spiel	Sieg	7.08
+Spiel	Mannschaft	6.88
+Marathon	Sprint	7.67
+Spiel	Serie	4.85
+Spiel	Niederlage	6.77
+Sieben	Reihe	2.41
+Meeresfrüchte	Meer	7.32
+Meeresfrüchte	Essen	7.23
+Meeresfrüchte	Hummer	6.81
+Hummer	Essen	6.78
+Hummer	Wein	4.15
+Essen	Vorbereitung	5.58
+Video	Archiv	5.06
+Beginn	Jahr	4.70
+Beginn	Partie	4.22
+Spiel	Runde	6.33
+Boxen	Runde	7.35
+Meisterschaft	Turnier	8.05
+Kämpfen	Besiegen	7.41
+Grundsatz	Versicherung	2.51
+Tag	Sommer	3.33
+Sommer	Dürre	6.04
+Sommer	Natur	5.37
+Tag	Dämmerung	5.97
+Natur	Umwelt	8.00
+Umwelt	Nachhaltigkeit	6.54
+Natur	Mensch	6.31
+Mann	Frau	8.69
+Mann	Präsident	5.46
+Mord	Totschlag	8.62
+Seife	Oper	2.85
+Oper	Aufführung	6.38
+Leben	Lektion	4.54
+Fokus	Leben	2.62
+Herstellung	Belegschaft	3.23
+Fernsehen	Film	7.31
+Liebhaber	Streit	4.08
+Zuschauer	Serie	5.38
+Möglichkeit	Mädchen	1.65
+Bevölkerung	Entwicklung	4.27
+Moral	Wichtigkeit	4.65
+Moral	Heirat	2.81
+Mexiko	Brasil	5.23
+Geschlecht	Gleichheit	3.81
+Änderung	Einstellung	4.15
+Familie	Planung	5.62
+Oper	Industrie	0.85
+Zucker	Annäherung	1.46
+Praxis	Institution	4.27
+Ministerium	Kultur	4.38
+Problem	Herausforderung	6.08
+Größe	Prominenz	5.46
+Staat	Bürger	6.77
+Planet	Menschen	5.62
+Entwicklung	Ausgabe	3.15
+Erfahrung	Musik	1.08
+Musik	Projekt	4.04
+Glas	Metal	3.92
+Aluminium	Metal	7.81
+Möglichkeit	Glaubwürdigkeit	2.69
+Ausstellungsstück	Erinnerungsstück	4.38
+Konzert	virtuos	4.46
+Rock	Jazz	6.19
+Museum	Theater	5.42
+Betrachtung	Architektur	4.38
+Weltraum	Erde	6.46
+Erhaltung	Welt	4.31
+Einlass	Eintritt	8.08
+Regen	Gewitter	7.85
+Regen	Flut	7.27
+Wetter	Vorhersage	6.46
+Katastrophe	Gebiet	4.27
+Präsident	Büro	3.42
+Architektur	Jahrhundert	3.08
\ No newline at end of file
diff --git a/WordSim353/data/original_finkelstein/combined.csv b/WordSim353/data/original_finkelstein/combined.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f4b59539bdc53a9baa45d0388ca418373560bd8a
--- /dev/null
+++ b/WordSim353/data/original_finkelstein/combined.csv
@@ -0,0 +1,354 @@
+Word 1,Word 2,Human (mean)
+love,sex,6.77
+tiger,cat,7.35
+tiger,tiger,10.00
+book,paper,7.46
+computer,keyboard,7.62
+computer,internet,7.58
+plane,car,5.77
+train,car,6.31
+telephone,communication,7.50
+television,radio,6.77
+media,radio,7.42
+drug,abuse,6.85
+bread,butter,6.19
+cucumber,potato,5.92
+doctor,nurse,7.00
+professor,doctor,6.62
+student,professor,6.81
+smart,student,4.62
+smart,stupid,5.81
+company,stock,7.08
+stock,market,8.08
+stock,phone,1.62
+stock,CD,1.31
+stock,jaguar,0.92
+stock,egg,1.81
+fertility,egg,6.69
+stock,live,3.73
+stock,life,0.92
+book,library,7.46
+bank,money,8.12
+wood,forest,7.73
+money,cash,9.15
+professor,cucumber,0.31
+king,cabbage,0.23
+king,queen,8.58
+king,rook,5.92
+bishop,rabbi,6.69
+Jerusalem,Israel,8.46
+Jerusalem,Palestinian,7.65
+holy,sex,1.62
+fuck,sex,9.44
+Maradona,football,8.62
+football,soccer,9.03
+football,basketball,6.81
+football,tennis,6.63
+tennis,racket,7.56
+Arafat,peace,6.73
+Arafat,terror,7.65
+Arafat,Jackson,2.50
+law,lawyer,8.38
+movie,star,7.38
+movie,popcorn,6.19
+movie,critic,6.73
+movie,theater,7.92
+physics,proton,8.12
+physics,chemistry,7.35
+space,chemistry,4.88
+alcohol,chemistry,5.54
+vodka,gin,8.46
+vodka,brandy,8.13
+drink,car,3.04
+drink,ear,1.31
+drink,mouth,5.96
+drink,eat,6.87
+baby,mother,7.85
+drink,mother,2.65
+car,automobile,8.94
+gem,jewel,8.96
+journey,voyage,9.29
+boy,lad,8.83
+coast,shore,9.10
+asylum,madhouse,8.87
+magician,wizard,9.02
+midday,noon,9.29
+furnace,stove,8.79
+food,fruit,7.52
+bird,cock,7.10
+bird,crane,7.38
+tool,implement,6.46
+brother,monk,6.27
+crane,implement,2.69
+lad,brother,4.46
+journey,car,5.85
+monk,oracle,5.00
+cemetery,woodland,2.08
+food,rooster,4.42
+coast,hill,4.38
+forest,graveyard,1.85
+shore,woodland,3.08
+monk,slave,0.92
+coast,forest,3.15
+lad,wizard,0.92
+chord,smile,0.54
+glass,magician,2.08
+noon,string,0.54
+rooster,voyage,0.62
+money,dollar,8.42
+money,cash,9.08
+money,currency,9.04
+money,wealth,8.27
+money,property,7.57
+money,possession,7.29
+money,bank,8.50
+money,deposit,7.73
+money,withdrawal,6.88
+money,laundering,5.65
+money,operation,3.31
+tiger,jaguar,8.00
+tiger,feline,8.00
+tiger,carnivore,7.08
+tiger,mammal,6.85
+tiger,animal,7.00
+tiger,organism,4.77
+tiger,fauna,5.62
+tiger,zoo,5.87
+psychology,psychiatry,8.08
+psychology,anxiety,7.00
+psychology,fear,6.85
+psychology,depression,7.42
+psychology,clinic,6.58
+psychology,doctor,6.42
+psychology,Freud,8.21
+psychology,mind,7.69
+psychology,health,7.23
+psychology,science,6.71
+psychology,discipline,5.58
+psychology,cognition,7.48
+planet,star,8.45
+planet,constellation,8.06
+planet,moon,8.08
+planet,sun,8.02
+planet,galaxy,8.11
+planet,space,7.92
+planet,astronomer,7.94
+precedent,example,5.85
+precedent,information,3.85
+precedent,cognition,2.81
+precedent,law,6.65
+precedent,collection,2.50
+precedent,group,1.77
+precedent,antecedent,6.04
+cup,coffee,6.58
+cup,tableware,6.85
+cup,article,2.40
+cup,artifact,2.92
+cup,object,3.69
+cup,entity,2.15
+cup,drink,7.25
+cup,food,5.00
+cup,substance,1.92
+cup,liquid,5.90
+jaguar,cat,7.42
+jaguar,car,7.27
+energy,secretary,1.81
+secretary,senate,5.06
+energy,laboratory,5.09
+computer,laboratory,6.78
+weapon,secret,6.06
+FBI,fingerprint,6.94
+FBI,investigation,8.31
+investigation,effort,4.59
+Mars,water,2.94
+Mars,scientist,5.63
+news,report,8.16
+canyon,landscape,7.53
+image,surface,4.56
+discovery,space,6.34
+water,seepage,6.56
+sign,recess,2.38
+Wednesday,news,2.22
+mile,kilometer,8.66
+computer,news,4.47
+territory,surface,5.34
+atmosphere,landscape,3.69
+president,medal,3.00
+war,troops,8.13
+record,number,6.31
+skin,eye,6.22
+Japanese,American,6.50
+theater,history,3.91
+volunteer,motto,2.56
+prejudice,recognition,3.00
+decoration,valor,5.63
+century,year,7.59
+century,nation,3.16
+delay,racism,1.19
+delay,news,3.31
+minister,party,6.63
+peace,plan,4.75
+minority,peace,3.69
+attempt,peace,4.25
+government,crisis,6.56
+deployment,departure,4.25
+deployment,withdrawal,5.88
+energy,crisis,5.94
+announcement,news,7.56
+announcement,effort,2.75
+stroke,hospital,7.03
+disability,death,5.47
+victim,emergency,6.47
+treatment,recovery,7.91
+journal,association,4.97
+doctor,personnel,5.00
+doctor,liability,5.19
+liability,insurance,7.03
+school,center,3.44
+reason,hypertension,2.31
+reason,criterion,5.91
+hundred,percent,7.38
+Harvard,Yale,8.13
+hospital,infrastructure,4.63
+death,row,5.25
+death,inmate,5.03
+lawyer,evidence,6.69
+life,death,7.88
+life,term,4.50
+word,similarity,4.75
+board,recommendation,4.47
+governor,interview,3.25
+OPEC,country,5.63
+peace,atmosphere,3.69
+peace,insurance,2.94
+territory,kilometer,5.28
+travel,activity,5.00
+competition,price,6.44
+consumer,confidence,4.13
+consumer,energy,4.75
+problem,airport,2.38
+car,flight,4.94
+credit,card,8.06
+credit,information,5.31
+hotel,reservation,8.03
+grocery,money,5.94
+registration,arrangement,6.00
+arrangement,accommodation,5.41
+month,hotel,1.81
+type,kind,8.97
+arrival,hotel,6.00
+bed,closet,6.72
+closet,clothes,8.00
+situation,conclusion,4.81
+situation,isolation,3.88
+impartiality,interest,5.16
+direction,combination,2.25
+street,place,6.44
+street,avenue,8.88
+street,block,6.88
+street,children,4.94
+listing,proximity,2.56
+listing,category,6.38
+cell,phone,7.81
+production,hike,1.75
+benchmark,index,4.25
+media,trading,3.88
+media,gain,2.88
+dividend,payment,7.63
+dividend,calculation,6.48
+calculation,computation,8.44
+currency,market,7.50
+OPEC,oil,8.59
+oil,stock,6.34
+announcement,production,3.38
+announcement,warning,6.00
+profit,warning,3.88
+profit,loss,7.63
+dollar,yen,7.78
+dollar,buck,9.22
+dollar,profit,7.38
+dollar,loss,6.09
+computer,software,8.50
+network,hardware,8.31
+phone,equipment,7.13
+equipment,maker,5.91
+luxury,car,6.47
+five,month,3.38
+report,gain,3.63
+investor,earning,7.13
+liquid,water,7.89
+baseball,season,5.97
+game,victory,7.03
+game,team,7.69
+marathon,sprint,7.47
+game,series,6.19
+game,defeat,6.97
+seven,series,3.56
+seafood,sea,7.47
+seafood,food,8.34
+seafood,lobster,8.70
+lobster,food,7.81
+lobster,wine,5.70
+food,preparation,6.22
+video,archive,6.34
+start,year,4.06
+start,match,4.47
+game,round,5.97
+boxing,round,7.61
+championship,tournament,8.36
+fighting,defeating,7.41
+line,insurance,2.69
+day,summer,3.94
+summer,drought,7.16
+summer,nature,5.63
+day,dawn,7.53
+nature,environment,8.31
+environment,ecology,8.81
+nature,man,6.25
+man,woman,8.30
+man,governor,5.25
+murder,manslaughter,8.53
+soap,opera,7.94
+opera,performance,6.88
+life,lesson,5.94
+focus,life,4.06
+production,crew,6.25
+television,film,7.72
+lover,quarrel,6.19
+viewer,serial,2.97
+possibility,girl,1.94
+population,development,3.75
+morality,importance,3.31
+morality,marriage,3.69
+Mexico,Brazil,7.44
+gender,equality,6.41
+change,attitude,5.44
+family,planning,6.25
+opera,industry,2.63
+sugar,approach,0.88
+practice,institution,3.19
+ministry,culture,4.69
+problem,challenge,6.75
+size,prominence,5.31
+country,citizen,7.31
+planet,people,5.75
+development,issue,3.97
+experience,music,3.47
+music,project,3.63
+glass,metal,5.56
+aluminum,metal,7.83
+chance,credibility,3.88
+exhibit,memorabilia,5.31
+concert,virtuoso,6.81
+rock,jazz,7.59
+museum,theater,7.19
+observation,architecture,4.38
+space,world,6.53
+preservation,world,6.19
+admission,ticket,7.69
+shower,thunderstorm,6.31
+shower,flood,6.03
+weather,forecast,8.34
+disaster,area,6.25
+governor,office,6.34
+architecture,century,3.78
diff --git a/WordSim353/data/original_finkelstein/combined.tab b/WordSim353/data/original_finkelstein/combined.tab
new file mode 100644
index 0000000000000000000000000000000000000000..89c1950ebdc0b5eb8f970f50dfee9f1ee989226d
--- /dev/null
+++ b/WordSim353/data/original_finkelstein/combined.tab
@@ -0,0 +1,354 @@
+Word 1	Word 2	Human (mean)
+love	sex	6.77
+tiger	cat	7.35
+tiger	tiger	10.00
+book	paper	7.46
+computer	keyboard	7.62
+computer	internet	7.58
+plane	car	5.77
+train	car	6.31
+telephone	communication	7.50
+television	radio	6.77
+media	radio	7.42
+drug	abuse	6.85
+bread	butter	6.19
+cucumber	potato	5.92
+doctor	nurse	7.00
+professor	doctor	6.62
+student	professor	6.81
+smart	student	4.62
+smart	stupid	5.81
+company	stock	7.08
+stock	market	8.08
+stock	phone	1.62
+stock	CD	1.31
+stock	jaguar	0.92
+stock	egg	1.81
+fertility	egg	6.69
+stock	live	3.73
+stock	life	0.92
+book	library	7.46
+bank	money	8.12
+wood	forest	7.73
+money	cash	9.15
+professor	cucumber	0.31
+king	cabbage	0.23
+king	queen	8.58
+king	rook	5.92
+bishop	rabbi	6.69
+Jerusalem	Israel	8.46
+Jerusalem	Palestinian	7.65
+holy	sex	1.62
+fuck	sex	9.44
+Maradona	football	8.62
+football	soccer	9.03
+football	basketball	6.81
+football	tennis	6.63
+tennis	racket	7.56
+Arafat	peace	6.73
+Arafat	terror	7.65
+Arafat	Jackson	2.50
+law	lawyer	8.38
+movie	star	7.38
+movie	popcorn	6.19
+movie	critic	6.73
+movie	theater	7.92
+physics	proton	8.12
+physics	chemistry	7.35
+space	chemistry	4.88
+alcohol	chemistry	5.54
+vodka	gin	8.46
+vodka	brandy	8.13
+drink	car	3.04
+drink	ear	1.31
+drink	mouth	5.96
+drink	eat	6.87
+baby	mother	7.85
+drink	mother	2.65
+car	automobile	8.94
+gem	jewel	8.96
+journey	voyage	9.29
+boy	lad	8.83
+coast	shore	9.10
+asylum	madhouse	8.87
+magician	wizard	9.02
+midday	noon	9.29
+furnace	stove	8.79
+food	fruit	7.52
+bird	cock	7.10
+bird	crane	7.38
+tool	implement	6.46
+brother	monk	6.27
+crane	implement	2.69
+lad	brother	4.46
+journey	car	5.85
+monk	oracle	5.00
+cemetery	woodland	2.08
+food	rooster	4.42
+coast	hill	4.38
+forest	graveyard	1.85
+shore	woodland	3.08
+monk	slave	0.92
+coast	forest	3.15
+lad	wizard	0.92
+chord	smile	0.54
+glass	magician	2.08
+noon	string	0.54
+rooster	voyage	0.62
+money	dollar	8.42
+money	cash	9.08
+money	currency	9.04
+money	wealth	8.27
+money	property	7.57
+money	possession	7.29
+money	bank	8.50
+money	deposit	7.73
+money	withdrawal	6.88
+money	laundering	5.65
+money	operation	3.31
+tiger	jaguar	8.00
+tiger	feline	8.00
+tiger	carnivore	7.08
+tiger	mammal	6.85
+tiger	animal	7.00
+tiger	organism	4.77
+tiger	fauna	5.62
+tiger	zoo	5.87
+psychology	psychiatry	8.08
+psychology	anxiety	7.00
+psychology	fear	6.85
+psychology	depression	7.42
+psychology	clinic	6.58
+psychology	doctor	6.42
+psychology	Freud	8.21
+psychology	mind	7.69
+psychology	health	7.23
+psychology	science	6.71
+psychology	discipline	5.58
+psychology	cognition	7.48
+planet	star	8.45
+planet	constellation	8.06
+planet	moon	8.08
+planet	sun	8.02
+planet	galaxy	8.11
+planet	space	7.92
+planet	astronomer	7.94
+precedent	example	5.85
+precedent	information	3.85
+precedent	cognition	2.81
+precedent	law	6.65
+precedent	collection	2.50
+precedent	group	1.77
+precedent	antecedent	6.04
+cup	coffee	6.58
+cup	tableware	6.85
+cup	article	2.40
+cup	artifact	2.92
+cup	object	3.69
+cup	entity	2.15
+cup	drink	7.25
+cup	food	5.00
+cup	substance	1.92
+cup	liquid	5.90
+jaguar	cat	7.42
+jaguar	car	7.27
+energy	secretary	1.81
+secretary	senate	5.06
+energy	laboratory	5.09
+computer	laboratory	6.78
+weapon	secret	6.06
+FBI	fingerprint	6.94
+FBI	investigation	8.31
+investigation	effort	4.59
+Mars	water	2.94
+Mars	scientist	5.63
+news	report	8.16
+canyon	landscape	7.53
+image	surface	4.56
+discovery	space	6.34
+water	seepage	6.56
+sign	recess	2.38
+Wednesday	news	2.22
+mile	kilometer	8.66
+computer	news	4.47
+territory	surface	5.34
+atmosphere	landscape	3.69
+president	medal	3.00
+war	troops	8.13
+record	number	6.31
+skin	eye	6.22
+Japanese	American	6.50
+theater	history	3.91
+volunteer	motto	2.56
+prejudice	recognition	3.00
+decoration	valor	5.63
+century	year	7.59
+century	nation	3.16
+delay	racism	1.19
+delay	news	3.31
+minister	party	6.63
+peace	plan	4.75
+minority	peace	3.69
+attempt	peace	4.25
+government	crisis	6.56
+deployment	departure	4.25
+deployment	withdrawal	5.88
+energy	crisis	5.94
+announcement	news	7.56
+announcement	effort	2.75
+stroke	hospital	7.03
+disability	death	5.47
+victim	emergency	6.47
+treatment	recovery	7.91
+journal	association	4.97
+doctor	personnel	5.00
+doctor	liability	5.19
+liability	insurance	7.03
+school	center	3.44
+reason	hypertension	2.31
+reason	criterion	5.91
+hundred	percent	7.38
+Harvard	Yale	8.13
+hospital	infrastructure	4.63
+death	row	5.25
+death	inmate	5.03
+lawyer	evidence	6.69
+life	death	7.88
+life	term	4.50
+word	similarity	4.75
+board	recommendation	4.47
+governor	interview	3.25
+OPEC	country	5.63
+peace	atmosphere	3.69
+peace	insurance	2.94
+territory	kilometer	5.28
+travel	activity	5.00
+competition	price	6.44
+consumer	confidence	4.13
+consumer	energy	4.75
+problem	airport	2.38
+car	flight	4.94
+credit	card	8.06
+credit	information	5.31
+hotel	reservation	8.03
+grocery	money	5.94
+registration	arrangement	6.00
+arrangement	accommodation	5.41
+month	hotel	1.81
+type	kind	8.97
+arrival	hotel	6.00
+bed	closet	6.72
+closet	clothes	8.00
+situation	conclusion	4.81
+situation	isolation	3.88
+impartiality	interest	5.16
+direction	combination	2.25
+street	place	6.44
+street	avenue	8.88
+street	block	6.88
+street	children	4.94
+listing	proximity	2.56
+listing	category	6.38
+cell	phone	7.81
+production	hike	1.75
+benchmark	index	4.25
+media	trading	3.88
+media	gain	2.88
+dividend	payment	7.63
+dividend	calculation	6.48
+calculation	computation	8.44
+currency	market	7.50
+OPEC	oil	8.59
+oil	stock	6.34
+announcement	production	3.38
+announcement	warning	6.00
+profit	warning	3.88
+profit	loss	7.63
+dollar	yen	7.78
+dollar	buck	9.22
+dollar	profit	7.38
+dollar	loss	6.09
+computer	software	8.50
+network	hardware	8.31
+phone	equipment	7.13
+equipment	maker	5.91
+luxury	car	6.47
+five	month	3.38
+report	gain	3.63
+investor	earning	7.13
+liquid	water	7.89
+baseball	season	5.97
+game	victory	7.03
+game	team	7.69
+marathon	sprint	7.47
+game	series	6.19
+game	defeat	6.97
+seven	series	3.56
+seafood	sea	7.47
+seafood	food	8.34
+seafood	lobster	8.70
+lobster	food	7.81
+lobster	wine	5.70
+food	preparation	6.22
+video	archive	6.34
+start	year	4.06
+start	match	4.47
+game	round	5.97
+boxing	round	7.61
+championship	tournament	8.36
+fighting	defeating	7.41
+line	insurance	2.69
+day	summer	3.94
+summer	drought	7.16
+summer	nature	5.63
+day	dawn	7.53
+nature	environment	8.31
+environment	ecology	8.81
+nature	man	6.25
+man	woman	8.30
+man	governor	5.25
+murder	manslaughter	8.53
+soap	opera	7.94
+opera	performance	6.88
+life	lesson	5.94
+focus	life	4.06
+production	crew	6.25
+television	film	7.72
+lover	quarrel	6.19
+viewer	serial	2.97
+possibility	girl	1.94
+population	development	3.75
+morality	importance	3.31
+morality	marriage	3.69
+Mexico	Brazil	7.44
+gender	equality	6.41
+change	attitude	5.44
+family	planning	6.25
+opera	industry	2.63
+sugar	approach	0.88
+practice	institution	3.19
+ministry	culture	4.69
+problem	challenge	6.75
+size	prominence	5.31
+country	citizen	7.31
+planet	people	5.75
+development	issue	3.97
+experience	music	3.47
+music	project	3.63
+glass	metal	5.56
+aluminum	metal	7.83
+chance	credibility	3.88
+exhibit	memorabilia	5.31
+concert	virtuoso	6.81
+rock	jazz	7.59
+museum	theater	7.19
+observation	architecture	4.38
+space	world	6.53
+preservation	world	6.19
+admission	ticket	7.69
+shower	thunderstorm	6.31
+shower	flood	6.03
+weather	forecast	8.34
+disaster	area	6.25
+governor	office	6.34
+architecture	century	3.78
diff --git a/WordSim353/data/original_finkelstein/instructions.txt b/WordSim353/data/original_finkelstein/instructions.txt
new file mode 100644
index 0000000000000000000000000000000000000000..600e564788ef4cf61cd59b6c573232d98579e366
--- /dev/null
+++ b/WordSim353/data/original_finkelstein/instructions.txt
@@ -0,0 +1,41 @@
+Estimation of word similarity
+-----------------------------
+
+
+Hello,
+
+We kindly ask you to assist us in a psycholinguistic experiment, 
+aimed at estimating the similarity of various words in the English 
+language. The purpose of this experiment is to assign similarity scores 
+to pairs of words, so that machine learning algorithms can be 
+subsequently trained and adjusted using human-assigned scores.
+
+Below is a list of pairs of words. For each pair, please assign 
+a numerical similarity score between 0 and 10 (0 = words are totally 
+unrelated, 10 = words are VERY closely related). By definition, 
+the similarity of the word to itself should be 10. You may assign 
+fractional scores (for example, 7.5).
+
+Specific instructions:
+
+1) The questionnaire starts on the next page.
+2) Please fill in your full name at the beginning of the questionnaire. 
+   We need the names to ensure individual estimations do not get mixed, 
+   and to be able to contact you should any clarifications become necessary.
+3) Please fill in the similarity scores in the appropriate column of 
+   the table. To facilitate processing your questionnaire, please do not 
+   print the document but rather type in the values in the table provided.
+4) If you do not know the meaning of a particular word - please use 
+   a dictionary, or ask a native English speaker.
+5) Please DO NOT consult your friends on assigning the similarity scores – 
+   it is highly important that the scores you assign be independent of 
+   someone else’s assessment.
+6) When estimating similarity of antonyms, consider them "similar"
+   (i.e., belonging to the same domain or representing features of the same 
+   concept), rather than "dissimilar".
+
+If you have any questions or require further clarifications (or if you 
+have a suggestion), please do not hesitate to contact us.
+
+Thank you for your assistance !
+
diff --git a/WordSim353/data/original_finkelstein/set1.csv b/WordSim353/data/original_finkelstein/set1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..65064325f82569e735144f4c700b347bc28edfeb
--- /dev/null
+++ b/WordSim353/data/original_finkelstein/set1.csv
@@ -0,0 +1,154 @@
+Word 1,Word 2,Human (mean),1,2,3,4,5,6,7,8,9,10,11,12,13
+love,sex,6.77,9,6,8,8,7,8,8,4,7,2,6,7,8
+tiger,cat,7.35,9,7,8,7,8,9,8.5,5,6,9,7,5,7
+tiger,tiger,10.00,10,10,10,10,10,10,10,10,10,10,10,10,10
+book,paper,7.46,8,8,7,7,8,9,7,6,7,8,9,4,9
+computer,keyboard,7.62,8,7,9,9,8,8,7,7,6,8,10,3,9
+computer,internet,7.58,8,6,9,8,8,8,7.5,7,7,7,9,5,9
+plane,car,5.77,6,6,7,5,3,6,7,6,6,6,7,3,7
+train,car,6.31,7,7.5,7.5,5,3,6,7,6,6,6,9,4,8
+telephone,communication,7.50,7,6.5,8,8,6,8,8,7,5,9,9,8,8
+television,radio,6.77,7,7.5,9,7,3,6,7,8,5.5,6,8,6,8
+media,radio,7.42,7,7,8.5,9,6,7,7,7,5,7,10,8,8
+drug,abuse,6.85,7,5.5,8,10,7,9,7,7,4,5,8.5,4,7
+bread,butter,6.19,6,5.5,8,9,6,8,7,5,6,4,4,3,9
+cucumber,potato,5.92,7,7.5,7,6,4,6,6.5,4,6,4,5,6,8
+doctor,nurse,7.00,7,8,9,7,5,7,7,7,6,6,7,7,8
+professor,doctor,6.62,6,7.5,8,7,4,6,8.5,6,7,3,6,9,8
+student,professor,6.81,6,8,9,6,4,8,7.5,8,6,3,8,7,8
+smart,student,4.62,5,6,5,2,4,6,5,7,4,3,3,5,5
+smart,stupid,5.81,3,7,9,9,5,8,6,0,6.5,3,5,7,7
+company,stock,7.08,6,8,9,9,4,8,8,6,6,8,6,6,8
+stock,market,8.08,8,9,9.5,8,5,9,9,9,7,8,7.5,7,9
+stock,phone,1.62,3,1,0,1,4,3,1,1,1,3,0,2,1
+stock,CD,1.31,2,1,0,1,4,1,0,0,1,3,3,1,0
+stock,jaguar,0.92,1,0,0,1,4,0,2,0,1,3,0,0,0
+stock,egg,1.81,5,1.5,0,1,3,0,0,2,2,3,1,5,0
+fertility,egg,6.69,7,8,8,7,4,8,8,8,6,9,2,6,6
+stock,live,3.73,8,5.5,6,1,4,5,0,0,1,6,2,3,7
+stock,life,0.92,4,0,0,1,3,0,0,0,2,0,0,0,2
+book,library,7.46,8,9,8,9,5,9,8,7,6,8,7,6,7
+bank,money,8.12,8,9,9.5,9,5,9,8,9,6,9,9,8,7
+wood,forest,7.73,9,6,9.5,7,5,9,9,9,6,8,9,8,6
+money,cash,9.15,10,9.5,9.5,10,8,9,9.5,10,7,10,8.5,9,9
+professor,cucumber,0.31,1,0,0,1,2,0,0,0,0,0,0,0,0
+king,cabbage,0.23,1,0,0,1,1,0,0,0,0,0,0,0,0
+king,queen,8.58,9,9.5,9.5,10,7,8,8.5,9,8,8,8,8,9
+king,rook,5.92,7,7.5,7,6,7,8,8.5,0,8,0,6,5,7
+bishop,rabbi,6.69,7,7.5,8.5,2,5,7,9,7,8,7,6,7,6
+Jerusalem,Israel,8.46,9,8,9.5,9,8,8,8,8,9,8,9.5,7,9
+Jerusalem,Palestinian,7.65,9,8,9,8,4,8,8,7,9,8,9.5,5,7
+holy,sex,1.62,3,0,5,2,1,1,7,0,1,0,0,0,1
+fuck,sex,9.44,10,9.75,10,10,8,9,9,10,9,10,8,10,10
+Maradona,football,8.62,9,9,9.5,10,7,9,8.5,8,9,10,9,6,8
+football,soccer,9.03,9,9.9,9,10,8,7,9.5,10,8,10,9,9,9
+football,basketball,6.81,8,7.5,8.5,3,3,8,8,6,7.5,8,7,6,8
+football,tennis,6.63,7,7.25,8.5,3,3,7,8,6,7.5,8,7,6,8
+tennis,racket,7.56,4,8,9.5,9,4,9,7.5,8,7.8,8,8.5,6,9
+Arafat,peace,6.73,8,8,9.5,9,2,8,7,7,7,5,7,4,6
+Arafat,terror,7.65,8,8,9.5,9,5,9,7,7,8,10,8,4,7
+Arafat,Jackson,2.50,4,7.5,0,2,3,1,0,0,4,1,6,2,2
+law,lawyer,8.38,9,8,9.5,9,6,9,9.5,9,7,10,6,8,9
+movie,star,7.38,9,8,9.5,8,6,9,7,8,7,5,6.5,5,8
+movie,popcorn,6.19,7,6,9,4,5,7,8,9,6,4,6.5,2,7
+movie,critic,6.73,8,7.5,9.5,9,6,8,7.5,8,5,4,5,3,7
+movie,theater,7.92,8,8,9.5,9,6,8,8.5,7,7,10,6,7,9
+physics,proton,8.12,9,8.5,9,10,6,8,8.5,8,7,8,9.5,5,9
+physics,chemistry,7.35,8,8.5,9,8,5,7,8,7,8,7,7,4,9
+space,chemistry,4.88,6,8,3,5,5,6,7.5,6,5,3,1,2,6
+alcohol,chemistry,5.54,8,8,7,5,5,8,6,4,4,2,6,5,4
+vodka,gin,8.46,9,9.5,9,10,7,8,8.5,9,8,10,6,8,8
+vodka,brandy,8.13,9,9.25,9,7,7,8,8.5,9,8,10,6,7,8
+drink,car,3.04,7,0.5,0,2,2,7,5,5,4,0,2,0,5
+drink,ear,1.31,3,0,0,5,2,2,2,0,1,1,0,0,1
+drink,mouth,5.96,8,6,7,7,3,7,4,6,7.5,6,6,2,8
+drink,eat,6.87,8,8.75,9,9,3,7,8,9,7.5,0,5,7,8
+baby,mother,7.85,9,9,9,9,5,8,7,8,8,10,8,3,9
+drink,mother,2.65,3,1,1,3,3,7,0,2,6.5,0,4,1,3
+car,automobile,8.94,9,9.75,10,10,5,6,10,10,7.5,10,10,10,9
+gem,jewel,8.96,9,9.5,10,10,6,8,8.5,10,7.5,10,10,8,10
+journey,voyage,9.29,9,9.75,10,10,6,7,9.5,10,9.5,10,10,10,10
+boy,lad,8.83,9,9.75,10,10,6,5,9.5,9,7.5,10,10,9,10
+coast,shore,9.10,9,9.75,10,10,6,6,10,8,9.5,10,10,10,10
+asylum,madhouse,8.87,9,9.75,7,10,6,7,9.5,10,9,10,10,9,9
+magician,wizard,9.02,9,9.75,10,10,7,6,9,8,8.5,10,10,10,10
+midday,noon,9.29,10,9.75,9,10,7,6,9.5,10,9.5,10,10,10,10
+furnace,stove,8.79,9,9.75,9.5,10,7,7,9,9,8,10,10,8,8
+food,fruit,7.52,8,8.75,8,8,5,7,8,7,7,9,8,7,7
+bird,cock,7.10,8,8.5,8,7,4,7,7,6,6.8,9,8,7,6
+bird,crane,7.38,9,8.5,8.5,7,4,7,7,7,7,9,8,7,7
+tool,implement,6.46,8,6,8,7,4,7,6,6,5,6,10,7,4
+brother,monk,6.27,8,7,8,8,5,7,8.5,7,5,0,8,5,5
+crane,implement,2.69,3,6,1,1,4,1,0,6,1,0,9,3,0
+lad,brother,4.46,8,5.5,5,2,4,3,7,4,2.5,7,5,2,3
+journey,car,5.85,7,7,7,6,4,6,6,7,5,5,5,4,7
+monk,oracle,5.00,7,8,3,4,4,6,5,8,6,3,4,6,1
+cemetery,woodland,2.08,3,2,1,2,3,6,2,3,3,0,0,1,1
+food,rooster,4.42,7,4,4,6,3,6,7,2,4.5,2,8,1,3
+coast,hill,4.38,6,6,6,5,2,6,5,5,4,3,4,1,4
+forest,graveyard,1.85,4,2,1,1,2,6,1,3,3,0,0,1,0
+shore,woodland,3.08,6,6,1,1,2,6,5,4,4,3,0,1,1
+monk,slave,0.92,3,2,1,1,2,2,0,0,0,0,0,1,0
+coast,forest,3.15,6,6,1,1,2,6,5,4,4,3,1,1,1
+lad,wizard,0.92,4,0,0,1,2,3,0,0,0,0,0,1,1
+chord,smile,0.54,3,0,0,1,2,1,0,0,0,0,0,0,0
+glass,magician,2.08,4,1,4,2,2,3,0,0,0,0,10,0,1
+noon,string,0.54,2,0,0,1,2,1,0,0,1,0,0,0,0
+rooster,voyage,0.62,2,0,0,1,2,1,0,0,1,0,1,0,0
+money,dollar,8.42,9,9.5,9,10,5,8,8.5,8,8,10,8.5,8,8
+money,cash,9.08,10,9.5,9.5,10,5,9,9.5,10,8,10,8.5,9,10
+money,currency,9.04,10,9.5,9,10,5,9,9.5,9,9,10,8.5,9,10
+money,wealth,8.27,9,8,9,9,5,6,8.5,9,9,10,8,9,8
+money,property,7.57,8,8.25,6,8,5,8,8,7,8.2,8,8,7,9
+money,possession,7.29,8,8.25,7,7,5,7,7.5,5,9,7,8,7,9
+money,bank,8.50,9,8,9.5,9,6,9,8.5,9,8.5,10,8,7,9
+money,deposit,7.73,9,8,9.5,9,5,9,8,7,7,8,7,7,7
+money,withdrawal,6.88,8,8,9,9,5,9,8,5,6.5,8,2,5,7
+money,laundering,5.65,8,7,8,7,5,7,7.5,2,5,5,5,0,7
+money,operation,3.31,4,2,3,5,5,5,2,2,4,3,5,1,2
+tiger,jaguar,8.00,9,9,9,10,5,8,7.5,6,8,9,8.5,7,8
+tiger,feline,8.00,9,7.5,9.5,8,5,8,8.5,8,8,9,8.5,7,8
+tiger,carnivore,7.08,9,6,8,5,5,8,7,7,8.1,8,6,7,8
+tiger,mammal,6.85,9,7,7.5,5,5,7,7,7,8,8,8.5,6,4
+tiger,animal,7.00,8,7,7.5,5,5,6,6,7,7.5,9,10,5,8
+tiger,organism,4.77,8,7,6,1,5,5,1,2,6,4,10,5,2
+tiger,fauna,5.62,8,7,7.5,1,2,6,7,2,5.5,9,10,5,3
+tiger,zoo,5.87,8,5.25,8,3,5,7,6,8,6,5,5,5,5
+psychology,psychiatry,8.08,9,8.5,9.5,9,4,8,8,8,7,9,9,8,8
+psychology,anxiety,7.00,7,7,8.5,4,5,8,5,7,8,8,8.5,7,8
+psychology,fear,6.85,8,7,8.5,4,5,8,5,5,8,8,8.5,7,7
+psychology,depression,7.42,9,8,9,5,5,8,5,7,8,8,8.5,7,9
+psychology,clinic,6.58,8,8,9.5,5,4,9,7,6,6,7,6,4,6
+psychology,doctor,6.42,9,8,9,5,5,8,7.5,6,5,5,7,4,5
+psychology,Freud,8.21,9,9.25,9.5,10,5,8,8,9,7.5,9,8.5,7,7
+psychology,mind,7.69,9,9.5,9,9,5,8,5,8,7,8,8.5,7,7
+psychology,health,7.23,9,8,8.5,5,5,7,5,8,8,8,8.5,6,8
+psychology,science,6.71,8,7.75,7.5,5,5,7,4,8,6.5,7,9.5,4,8
+psychology,discipline,5.58,8,7,7.5,6,4,6,4,7,6,8,2,5,2
+psychology,cognition,7.48,9,9.75,8.5,6,3,8,8,8,6.5,9,7.5,8,6
+planet,star,8.45,9,9.9,10,10,5,8,8.5,9,8,9,8.5,7,8
+planet,constellation,8.06,9,8.25,9,9,6,8,8,8,8,9,8.5,6,8
+planet,moon,8.08,9,8.5,9,9,5,8,7,9,8,10,8.5,7,7
+planet,sun,8.02,9,8.75,9,8,5,8,7,9,8,10,8.5,7,7
+planet,galaxy,8.11,9,8.25,9.5,8,5,8,8,8,8.2,10,9.5,6,8
+planet,space,7.92,9,8,9.5,6,5,8,7,8,8,10,9.5,6,9
+planet,astronomer,7.94,9,8.25,9.5,8,5,8,7,7,8,10,7.5,7,9
+precedent,example,5.85,6,8.5,9.5,10,3,7,6,8,1,1,9,2,5
+precedent,information,3.85,5,5.5,6,8,4,5,1,2,0,1,7.5,2,3
+precedent,cognition,2.81,6,5.5,2,7,3,3,0,0,0,1,7,1,1
+precedent,law,6.65,8,7,8.5,8,3,8,7,5,7.5,8,8.5,5,3
+precedent,collection,2.50,7,5.5,1,3,3,5,0,0,0,0,6,1,1
+precedent,group,1.77,6,1,1,2,3,5,0,0,0,0,4,1,0
+precedent,antecedent,6.04,9.5,0,9.5,9,4,7,7.5,7,8,7,5,3,2
+cup,coffee,6.58,9,8,9,8,5,9,8,5,6.5,5,4,3,6
+cup,tableware,6.85,7,8.5,8,9,5,7,7,4,5,9,8.5,5,6
+cup,article,2.40,1,8.25,6,3,3,0,0,0,0,3,3,2,2
+cup,artifact,2.92,7,8,1,2,4,0,2,1,5,3,4,0,1
+cup,object,3.69,8,8,4,2,5,3,2,5,5,0,3,2,1
+cup,entity,2.15,3,6,3,1,4,3,0,3,4,0,1,0,0
+cup,drink,7.25,9,7.75,9,8,4,8,6,8,8,6,7.5,6,7
+cup,food,5.00,7,7,6,2,3,7,3,7,6,4,4,4,5
+cup,substance,1.92,3,3,2,1,3,2,1,3,5,0,2,0,0
+cup,liquid,5.90,9,7.75,7,5,4,7,4,7,7,6,7,4,2
+jaguar,cat,7.42,9,7,8,8,4,8,7.5,7,7,9,7,7,8
+jaguar,car,7.27,9,9,8.5,8,4,8,7,7,8,9,4,5,8
diff --git a/WordSim353/data/original_finkelstein/set1.tab b/WordSim353/data/original_finkelstein/set1.tab
new file mode 100644
index 0000000000000000000000000000000000000000..69a89f0e2f35e9008478b3a4d8b3f8dbe8a8dffe
--- /dev/null
+++ b/WordSim353/data/original_finkelstein/set1.tab
@@ -0,0 +1,154 @@
+Word 1	Word 2	Human (mean)	1	2	3	4	5	6	7	8	9	10	11	12	13	
+love	sex	6.77	9	6	8	8	7	8	8	4	7	2	6	7	8	
+tiger	cat	7.35	9	7	8	7	8	9	8.5	5	6	9	7	5	7	
+tiger	tiger	10.00	10	10	10	10	10	10	10	10	10	10	10	10	10	
+book	paper	7.46	8	8	7	7	8	9	7	6	7	8	9	4	9	
+computer	keyboard	7.62	8	7	9	9	8	8	7	7	6	8	10	3	9	
+computer	internet	7.58	8	6	9	8	8	8	7.5	7	7	7	9	5	9	
+plane	car	5.77	6	6	7	5	3	6	7	6	6	6	7	3	7	
+train	car	6.31	7	7.5	7.5	5	3	6	7	6	6	6	9	4	8	
+telephone	communication	7.50	7	6.5	8	8	6	8	8	7	5	9	9	8	8	
+television	radio	6.77	7	7.5	9	7	3	6	7	8	5.5	6	8	6	8	
+media	radio	7.42	7	7	8.5	9	6	7	7	7	5	7	10	8	8	
+drug	abuse	6.85	7	5.5	8	10	7	9	7	7	4	5	8.5	4	7	
+bread	butter	6.19	6	5.5	8	9	6	8	7	5	6	4	4	3	9	
+cucumber	potato	5.92	7	7.5	7	6	4	6	6.5	4	6	4	5	6	8	
+doctor	nurse	7.00	7	8	9	7	5	7	7	7	6	6	7	7	8	
+professor	doctor	6.62	6	7.5	8	7	4	6	8.5	6	7	3	6	9	8
+student	professor	6.81	6	8	9	6	4	8	7.5	8	6	3	8	7	8
+smart	student	4.62	5	6	5	2	4	6	5	7	4	3	3	5	5
+smart	stupid	5.81	3	7	9	9	5	8	6	0	6.5	3	5	7	7
+company	stock	7.08	6	8	9	9	4	8	8	6	6	8	6	6	8
+stock	market	8.08	8	9	9.5	8	5	9	9	9	7	8	7.5	7	9
+stock	phone	1.62	3	1	0	1	4	3	1	1	1	3	0	2	1
+stock	CD	1.31	2	1	0	1	4	1	0	0	1	3	3	1	0
+stock	jaguar	0.92	1	0	0	1	4	0	2	0	1	3	0	0	0
+stock	egg	1.81	5	1.5	0	1	3	0	0	2	2	3	1	5	0
+fertility	egg	6.69	7	8	8	7	4	8	8	8	6	9	2	6	6
+stock	live	3.73	8	5.5	6	1	4	5	0	0	1	6	2	3	7
+stock	life	0.92	4	0	0	1	3	0	0	0	2	0	0	0	2
+book	library	7.46	8	9	8	9	5	9	8	7	6	8	7	6	7
+bank	money	8.12	8	9	9.5	9	5	9	8	9	6	9	9	8	7
+wood	forest	7.73	9	6	9.5	7	5	9	9	9	6	8	9	8	6
+money	cash	9.15	10	9.5	9.5	10	8	9	9.5	10	7	10	8.5	9	9
+professor	cucumber	0.31	1	0	0	1	2	0	0	0	0	0	0	0	0
+king	cabbage	0.23	1	0	0	1	1	0	0	0	0	0	0	0	0
+king	queen	8.58	9	9.5	9.5	10	7	8	8.5	9	8	8	8	8	9
+king	rook	5.92	7	7.5	7	6	7	8	8.5	0	8	0	6	5	7
+bishop	rabbi	6.69	7	7.5	8.5	2	5	7	9	7	8	7	6	7	6
+Jerusalem	Israel	8.46	9	8	9.5	9	8	8	8	8	9	8	9.5	7	9
+Jerusalem	Palestinian	7.65	9	8	9	8	4	8	8	7	9	8	9.5	5	7
+holy	sex	1.62	3	0	5	2	1	1	7	0	1	0	0	0	1
+fuck	sex	9.44	10	9.75	10	10	8	9	9	10	9	10	8	10	10
+Maradona	football	8.62	9	9	9.5	10	7	9	8.5	8	9	10	9	6	8
+football	soccer	9.03	9	9.9	9	10	8	7	9.5	10	8	10	9	9	9
+football	basketball	6.81	8	7.5	8.5	3	3	8	8	6	7.5	8	7	6	8
+football	tennis	6.63	7	7.25	8.5	3	3	7	8	6	7.5	8	7	6	8
+tennis	racket	7.56	4	8	9.5	9	4	9	7.5	8	7.8	8	8.5	6	9
+Arafat	peace	6.73	8	8	9.5	9	2	8	7	7	7	5	7	4	6
+Arafat	terror	7.65	8	8	9.5	9	5	9	7	7	8	10	8	4	7
+Arafat	Jackson	2.50	4	7.5	0	2	3	1	0	0	4	1	6	2	2
+law	lawyer	8.38	9	8	9.5	9	6	9	9.5	9	7	10	6	8	9
+movie	star	7.38	9	8	9.5	8	6	9	7	8	7	5	6.5	5	8
+movie	popcorn	6.19	7	6	9	4	5	7	8	9	6	4	6.5	2	7
+movie	critic	6.73	8	7.5	9.5	9	6	8	7.5	8	5	4	5	3	7
+movie	theater	7.92	8	8	9.5	9	6	8	8.5	7	7	10	6	7	9
+physics	proton	8.12	9	8.5	9	10	6	8	8.5	8	7	8	9.5	5	9
+physics	chemistry	7.35	8	8.5	9	8	5	7	8	7	8	7	7	4	9
+space	chemistry	4.88	6	8	3	5	5	6	7.5	6	5	3	1	2	6
+alcohol	chemistry	5.54	8	8	7	5	5	8	6	4	4	2	6	5	4
+vodka	gin	8.46	9	9.5	9	10	7	8	8.5	9	8	10	6	8	8
+vodka	brandy	8.13	9	9.25	9	7	7	8	8.5	9	8	10	6	7	8
+drink	car	3.04	7	0.5	0	2	2	7	5	5	4	0	2	0	5
+drink	ear	1.31	3	0	0	5	2	2	2	0	1	1	0	0	1
+drink	mouth	5.96	8	6	7	7	3	7	4	6	7.5	6	6	2	8
+drink	eat	6.87	8	8.75	9	9	3	7	8	9	7.5	0	5	7	8
+baby	mother	7.85	9	9	9	9	5	8	7	8	8	10	8	3	9
+drink	mother	2.65	3	1	1	3	3	7	0	2	6.5	0	4	1	3
+car	automobile	8.94	9	9.75	10	10	5	6	10	10	7.5	10	10	10	9
+gem	jewel	8.96	9	9.5	10	10	6	8	8.5	10	7.5	10	10	8	10
+journey	voyage	9.29	9	9.75	10	10	6	7	9.5	10	9.5	10	10	10	10
+boy	lad	8.83	9	9.75	10	10	6	5	9.5	9	7.5	10	10	9	10
+coast	shore	9.10	9	9.75	10	10	6	6	10	8	9.5	10	10	10	10
+asylum	madhouse	8.87	9	9.75	7	10	6	7	9.5	10	9	10	10	9	9
+magician	wizard	9.02	9	9.75	10	10	7	6	9	8	8.5	10	10	10	10
+midday	noon	9.29	10	9.75	9	10	7	6	9.5	10	9.5	10	10	10	10
+furnace	stove	8.79	9	9.75	9.5	10	7	7	9	9	8	10	10	8	8
+food	fruit	7.52	8	8.75	8	8	5	7	8	7	7	9	8	7	7
+bird	cock	7.10	8	8.5	8	7	4	7	7	6	6.8	9	8	7	6
+bird	crane	7.38	9	8.5	8.5	7	4	7	7	7	7	9	8	7	7
+tool	implement	6.46	8	6	8	7	4	7	6	6	5	6	10	7	4
+brother	monk	6.27	8	7	8	8	5	7	8.5	7	5	0	8	5	5
+crane	implement	2.69	3	6	1	1	4	1	0	6	1	0	9	3	0
+lad	brother	4.46	8	5.5	5	2	4	3	7	4	2.5	7	5	2	3
+journey	car	5.85	7	7	7	6	4	6	6	7	5	5	5	4	7
+monk	oracle	5.00	7	8	3	4	4	6	5	8	6	3	4	6	1
+cemetery	woodland	2.08	3	2	1	2	3	6	2	3	3	0	0	1	1
+food	rooster	4.42	7	4	4	6	3	6	7	2	4.5	2	8	1	3
+coast	hill	4.38	6	6	6	5	2	6	5	5	4	3	4	1	4
+forest	graveyard	1.85	4	2	1	1	2	6	1	3	3	0	0	1	0
+shore	woodland	3.08	6	6	1	1	2	6	5	4	4	3	0	1	1
+monk	slave	0.92	3	2	1	1	2	2	0	0	0	0	0	1	0
+coast	forest	3.15	6	6	1	1	2	6	5	4	4	3	1	1	1
+lad	wizard	0.92	4	0	0	1	2	3	0	0	0	0	0	1	1
+chord	smile	0.54	3	0	0	1	2	1	0	0	0	0	0	0	0
+glass	magician	2.08	4	1	4	2	2	3	0	0	0	0	10	0	1
+noon	string	0.54	2	0	0	1	2	1	0	0	1	0	0	0	0
+rooster	voyage	0.62	2	0	0	1	2	1	0	0	1	0	1	0	0
+money	dollar	8.42	9	9.5	9	10	5	8	8.5	8	8	10	8.5	8	8
+money	cash	9.08	10	9.5	9.5	10	5	9	9.5	10	8	10	8.5	9	10
+money	currency	9.04	10	9.5	9	10	5	9	9.5	9	9	10	8.5	9	10
+money	wealth	8.27	9	8	9	9	5	6	8.5	9	9	10	8	9	8
+money	property	7.57	8	8.25	6	8	5	8	8	7	8.2	8	8	7	9
+money	possession	7.29	8	8.25	7	7	5	7	7.5	5	9	7	8	7	9
+money	bank	8.50	9	8	9.5	9	6	9	8.5	9	8.5	10	8	7	9
+money	deposit	7.73	9	8	9.5	9	5	9	8	7	7	8	7	7	7
+money	withdrawal	6.88	8	8	9	9	5	9	8	5	6.5	8	2	5	7
+money	laundering	5.65	8	7	8	7	5	7	7.5	2	5	5	5	0	7
+money	operation	3.31	4	2	3	5	5	5	2	2	4	3	5	1	2
+tiger	jaguar	8.00	9	9	9	10	5	8	7.5	6	8	9	8.5	7	8
+tiger	feline	8.00	9	7.5	9.5	8	5	8	8.5	8	8	9	8.5	7	8
+tiger	carnivore	7.08	9	6	8	5	5	8	7	7	8.1	8	6	7	8
+tiger	mammal	6.85	9	7	7.5	5	5	7	7	7	8	8	8.5	6	4
+tiger	animal	7.00	8	7	7.5	5	5	6	6	7	7.5	9	10	5	8
+tiger	organism	4.77	8	7	6	1	5	5	1	2	6	4	10	5	2
+tiger	fauna	5.62	8	7	7.5	1	2	6	7	2	5.5	9	10	5	3
+tiger	zoo	5.87	8	5.25	8	3	5	7	6	8	6	5	5	5	5
+psychology	psychiatry	8.08	9	8.5	9.5	9	4	8	8	8	7	9	9	8	8
+psychology	anxiety	7.00	7	7	8.5	4	5	8	5	7	8	8	8.5	7	8
+psychology	fear	6.85	8	7	8.5	4	5	8	5	5	8	8	8.5	7	7
+psychology	depression	7.42	9	8	9	5	5	8	5	7	8	8	8.5	7	9
+psychology	clinic	6.58	8	8	9.5	5	4	9	7	6	6	7	6	4	6
+psychology	doctor	6.42	9	8	9	5	5	8	7.5	6	5	5	7	4	5
+psychology	Freud	8.21	9	9.25	9.5	10	5	8	8	9	7.5	9	8.5	7	7
+psychology	mind	7.69	9	9.5	9	9	5	8	5	8	7	8	8.5	7	7
+psychology	health	7.23	9	8	8.5	5	5	7	5	8	8	8	8.5	6	8
+psychology	science	6.71	8	7.75	7.5	5	5	7	4	8	6.5	7	9.5	4	8
+psychology	discipline	5.58	8	7	7.5	6	4	6	4	7	6	8	2	5	2
+psychology	cognition	7.48	9	9.75	8.5	6	3	8	8	8	6.5	9	7.5	8	6
+planet	star	8.45	9	9.9	10	10	5	8	8.5	9	8	9	8.5	7	8
+planet	constellation	8.06	9	8.25	9	9	6	8	8	8	8	9	8.5	6	8
+planet	moon	8.08	9	8.5	9	9	5	8	7	9	8	10	8.5	7	7
+planet	sun	8.02	9	8.75	9	8	5	8	7	9	8	10	8.5	7	7
+planet	galaxy	8.11	9	8.25	9.5	8	5	8	8	8	8.2	10	9.5	6	8
+planet	space	7.92	9	8	9.5	6	5	8	7	8	8	10	9.5	6	9
+planet	astronomer	7.94	9	8.25	9.5	8	5	8	7	7	8	10	7.5	7	9
+precedent	example	5.85	6	8.5	9.5	10	3	7	6	8	1	1	9	2	5
+precedent	information	3.85	5	5.5	6	8	4	5	1	2	0	1	7.5	2	3
+precedent	cognition	2.81	6	5.5	2	7	3	3	0	0	0	1	7	1	1
+precedent	law	6.65	8	7	8.5	8	3	8	7	5	7.5	8	8.5	5	3
+precedent	collection	2.50	7	5.5	1	3	3	5	0	0	0	0	6	1	1
+precedent	group	1.77	6	1	1	2	3	5	0	0	0	0	4	1	0
+precedent	antecedent	6.04	9.5	0	9.5	9	4	7	7.5	7	8	7	5	3	2
+cup	coffee	6.58	9	8	9	8	5	9	8	5	6.5	5	4	3	6
+cup	tableware	6.85	7	8.5	8	9	5	7	7	4	5	9	8.5	5	6
+cup	article	2.40	1	8.25	6	3	3	0	0	0	0	3	3	2	2
+cup	artifact	2.92	7	8	1	2	4	0	2	1	5	3	4	0	1
+cup	object	3.69	8	8	4	2	5	3	2	5	5	0	3	2	1
+cup	entity	2.15	3	6	3	1	4	3	0	3	4	0	1	0	0
+cup	drink	7.25	9	7.75	9	8	4	8	6	8	8	6	7.5	6	7
+cup	food	5.00	7	7	6	2	3	7	3	7	6	4	4	4	5
+cup	substance	1.92	3	3	2	1	3	2	1	3	5	0	2	0	0
+cup	liquid	5.90	9	7.75	7	5	4	7	4	7	7	6	7	4	2
+jaguar	cat	7.42	9	7	8	8	4	8	7.5	7	7	9	7	7	8
+jaguar	car	7.27	9	9	8.5	8	4	8	7	7	8	9	4	5	8
diff --git a/WordSim353/data/original_finkelstein/set2.csv b/WordSim353/data/original_finkelstein/set2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..97fbbdc6498990c20108e10874f9c1064eba4425
--- /dev/null
+++ b/WordSim353/data/original_finkelstein/set2.csv
@@ -0,0 +1,201 @@
+Word 1,Word 2,Human (mean),1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16
+energy,secretary,1.81,1,0,4,2,4,5,1,1,1,0,1,1,4,0,2,2
+secretary,senate,5.06,7,1,7,4,4,7,1,3,4,8,4,5,6,7,6,7
+energy,laboratory,5.09,7,1,7.5,4,6,7,4,6,1,2,4,3,7,9,6,7
+computer,laboratory,6.78,8,5,8,7,6,9,6,7,6,7.5,4,5,8,9,7,6
+weapon,secret,6.06,7,4,8,6,6,9,2,6,3,6,5,6,8,9,7,5
+FBI,fingerprint,6.94,8,6,8,5,5,9,7,7,6,6,6,8,9,7,6,8
+FBI,investigation,8.31,9,9,8.5,9,7,9,8,8,8,7.5,6,9,10,9,7,9
+investigation,effort,4.59,5,1,7.5,2,4,7,6,5,2,2,2,7,6,5,6,6
+Mars,water,2.94,2,1,3,2,1,8,0,4,2,6,1,1,3,0,5,8
+Mars,scientist,5.63,8,1,7,4,6,8,1,6,5,6,2,9,7,5,7,8
+news,report,8.16,9,6,8.5,8,7,9,7,8,7,8,7,9,10,9,9,9
+canyon,landscape,7.53,9,7.5,7,7,7,7,8,7,7,8,6,9,8,6,8,9
+image,surface,4.56,7,1,5,1,1,5,4,3,4,4,5,5,7,7,8,6
+discovery,space,6.34,8,2,7.5,9,5,7,4,7,5,6,5,7,8,8,7,6
+water,seepage,6.56,8,7,9,7,7,8,7,6,0,6,1,8,7,8,8,8
+sign,recess,2.38,4,1,2,4,5,4,0,4,3,0,1,0,0,0,6,4
+Wednesday,news,2.22,4,1,4,2,3,6,2,3,0.5,0,1,1,0,1,4,3
+mile,kilometer,8.66,9,9.5,9,8,9,8,9,9,8.5,7.5,8,8,10,8,9,9
+computer,news,4.47,5,1,7,6,5,5,1,4,6.5,4,2,5,3,7,6,4
+territory,surface,5.34,6,2,8.5,4,7,7,8,4,2,6,6,5,6,2,8,4
+atmosphere,landscape,3.69,7,0,2,1,8,7,1,5,2,0,2,5,6,1,7,5
+president,medal,3.00,5,2,1,3,6,6,1,7,2,0,1,3,2,1,4,4
+war,troops,8.13,8,8.5,9,9,8,8,8,8,6,7.5,8,8,9,8,9,8
+record,number,6.31,8,6,8,5,7,7,3,4,5,8,5,8,8,5,8,6
+skin,eye,6.22,7,9,7,3,6,6,7,7,6,7.5,5,6,8,2,8,5
+Japanese,American,6.50,7,6,8.5,6,6,4,8,7,7,7.5,5,8,9,1,8,6
+theater,history,3.91,5,6,6,4,5,3,0,3,6.5,6,1,5,1,1,7,3
+volunteer,motto,2.56,2,5,1,1,4,2,0,3,3,0,4,7,0,3,4,2
+prejudice,recognition,3.00,7,4,2,1,6,2,4,5,1,0,6,5,0,0,3,2
+decoration,valor,5.63,6,8,7,8,8,2,2,9,5,0,7,8,9,1,8,2
+century,year,7.59,8,9,8,9,7,6,8,8,7,7.5,7,9,8,5,9,6
+century,nation,3.16,5,0,7.5,5,4,4,0,2,2,4,2,2,2,0,8,3
+delay,racism,1.19,1,0,1,1,6,1,0,1,0,0,4,0,0,0,3,1
+delay,news,3.31,7,4,3,1,6,5,6,4,4,0,1,4,3,0,3,2
+minister,party,6.63,8,7.5,8,7,6,7,8,8,5,7.5,6,1,8,8,8,3
+peace,plan,4.75,5,2,7,6,7,4,3,5,4,4,5,3,7,2,9,3
+minority,peace,3.69,6,0,7,3,1,5,6,4,4,4,3,3,5,0,5,3
+attempt,peace,4.25,7,4,7,2,7,4,2,3,3,4,3,5,5,4,5,3
+government,crisis,6.56,8,5,8,5,7,7,5,6,5,6,7,8,7,9,7,5
+deployment,departure,4.25,7,0,2,6,7,5,6,4,2,2,5,6,2,0,8,6
+deployment,withdrawal,5.88,9,9,6,6,3,8,8,4,3,2,5,8,9,0,8,6
+energy,crisis,5.94,8,5,8,5,8,8,8,4,1,4,2,7,5,8,8,6
+announcement,news,7.56,8,7,8,8,8,9,8,6,6,8,8,8,6,8,9,6
+announcement,effort,2.75,5,6,2,2,1,5,4,2,2,2,2,0,3,0,5,3
+stroke,hospital,7.03,9,8,8,8,7,3,8,7,6,7.5,7,7,9,3,8,7
+disability,death,5.47,7,8,6.5,4,3,7,7,5,6,2,7,2,8,2,8,5
+victim,emergency,6.47,8,7,7.5,4,5,6,6,7,6,4,5,6,9,9,9,5
+treatment,recovery,7.91,8,8,8.5,9,9,8,9,8,6.5,7.5,7,7,10,5,9,7
+journal,association,4.97,8,2,7.5,7,1,5,4,6,3,6,7,3,7,1,8,4
+doctor,personnel,5.00,7,2,8,6,4,7,2,6,2,6,4,5,7,3,8,3
+doctor,liability,5.19,7,4,8,7,4,6,4,5,4,2,4,2,6,8,7,5
+liability,insurance,7.03,6,8.5,9,5,8,9,6,8,5,4,7,8,8,5,9,7
+school,center,3.44,6,1,4,1,5,2,4,3,3,4,5,1,3,3,7,3
+reason,hypertension,2.31,4,1,1,2,6,1,0,1,3,2,2,7,0,2,3,2
+reason,criterion,5.91,3,2,8,7,9,3,6,4,4.5,8,7,7,8,6,7,5
+hundred,percent,7.38,9,5,9,3,10,9,6,7,7,6,6,7,10,9,8,7
+Harvard,Yale,8.13,9,8,9,10,8,8,9,10,8.5,7.5,8,8,10,0,8,9
+hospital,infrastructure,4.63,5,2,1,5,6,5,4,7,3,4,5,5,5,3,7,7
+death,row,5.25,2,7,8,2,8,7,6,3,7,4,2,7,9,0,8,4
+death,inmate,5.03,4,5,7.5,1,5,4,7,3,6,2,6,6,3,8,8,5
+lawyer,evidence,6.69,7,6.5,8.5,7,8,6,8,8,7,3,5,8,10,0,9,6
+life,death,7.88,9,9.5,9.5,5,10,8,8,8,6.5,7.5,8,9,10,0,9,9
+life,term,4.50,2,8,2,1,8,7,6,3,1,4,2,8,3,3,8,6
+word,similarity,4.75,6,1,8,2,10,7,6,2,1,4,2,5,0,9,7,6
+board,recommendation,4.47,6,4,2,1,7,8,3,4,1,7.5,2,7,7,0,7,5
+governor,interview,3.25,4,0,4,1,7,6,0,5,0,2,3,5,3,3,4,5
+OPEC,country,5.63,7,4,8,4,0,4,8,6,5,8,4,6,7,8,6,5
+peace,atmosphere,3.69,6,5,5,1,0,6,3,5,2,6,1,3,3,0,7,6
+peace,insurance,2.94,6,4,1,1,7,4,0,3,2,6,5,1,0,0,3,4
+territory,kilometer,5.28,6,6,8,1,5,8,7,6,4,7.5,5,3,3,2,8,5
+travel,activity,5.00,7,5,6.5,2,5,6,6,6,5,7.5,3,2,4,2,8,5
+competition,price,6.44,7,8,7.5,5,6,7,8,4,6,7.5,5,6,9,5,9,3
+consumer,confidence,4.13,7,4,2,3,3,3,1,2,2,6,2,7,9,4,8,3
+consumer,energy,4.75,5,3,8,2,6,6,0,4,0,4,7,6,6,9,8,2
+problem,airport,2.38,2,2,1,0,5,4,0,3,0,4,1,2,0,7,5,2
+car,flight,4.94,6,3,7,5,6,6,4,7,4,2,7,5,8,0,5,4
+credit,card,8.06,8,6,9,8,9,8,8,9,7,8,5,8,10,9,9,8
+credit,information,5.31,7,5,2,3,7,4,1,5,7,1,2,8,10,9,8,6
+hotel,reservation,8.03,8,7,9,7,8,8,8,8,7,7.5,7,8,10,9,9,8
+grocery,money,5.94,8,5,7.5,2,7,7,7,5,6.5,6,6,8,6,2,5,7
+registration,arrangement,6.00,8,8,7,7,8,4,1,4,7,6,6,6,8,3,8,5
+arrangement,accommodation,5.41,5,6,7,6,4,4,4,6,3,7.5,5,5,7,6,7,4
+month,hotel,1.81,4,0,1,1,3,6,0,2,1,1,2,0,3,0,3,2
+type,kind,8.97,9,9.5,9.5,10,8,9,9,10,8.5,9,9,9,9,9,9,7
+arrival,hotel,6.00,7,8,6.5,1,6,9,7,5,6,7.5,4,6,7,4,6,6
+bed,closet,6.72,8,7.5,8,5,7,8,7,8,7,6,7,5,9,1,8,6
+closet,clothes,8.00,8,7,9,10,8,9,8,9,9,8,7,8,9,3,9,7
+situation,conclusion,4.81,8,4,6,4,6,3,7,6,2,6,6,7,4,0,6,2
+situation,isolation,3.88,8,3,1,2,6,3,0,3,2,6,6,7,3,0,8,4
+impartiality,interest,5.16,7,9.5,8,2,4,3,0,7,6,3,7,6,9,0,8,3
+direction,combination,2.25,2,0,1,1,7,2,0,2,2,2,4,3,0,1,6,3
+street,place,6.44,7,7,6,7,5,7,5,7,6,4,7,8,4,7,9,7
+street,avenue,8.88,9,9,8.5,9,9,9,7,10,8.5,9,7,9,10,9,10,9
+street,block,6.88,5,7,8.5,7,4,8,7,9,8.5,9,6,9,4,0,9,9
+street,children,4.94,6,6,6,2,5,7,2,5,4,6,3,5,6,5,5,6
+listing,proximity,2.56,3,0,1,1,5,4,0,3,1,2,2,4,3,1,7,4
+listing,category,6.38,2,3,7,9,7,6,7,7,4,8,7,8,10,3,8,6
+cell,phone,7.81,8,6,8,9,9,8,8,8,8,8,3,9,8,9,8,8
+production,hike,1.75,2,2,1,1,6,3,0,1,1,0,2,3,0,0,4,2
+benchmark,index,4.25,5,5,2,2,7,4,5,7,3,1,7,2,6,4,5,3
+media,trading,3.88,6,2,5,1,7,6,3,4,2,2,6,2,5,0,8,3
+media,gain,2.88,5,0,2,1,7,4,2,2,3,2,5,1,3,0,7,2
+dividend,payment,7.63,6,9,7,4,9,8,8,8,7,8,7,8,8,9,9,7
+dividend,calculation,6.48,7,8.75,6.5,1,9,7,6,7,6.5,8,3,6,7,8,8,5
+calculation,computation,8.44,9,9.5,9.5,8,8,9,5,10,9,8,8,9,7,9,9,8
+currency,market,7.50,8,5,7.5,5,9,8,7,8,7,7.5,6,8,8,9,9,8
+OPEC,oil,8.59,8,8,9,10,10,8,8,8,8,7.5,7,9,10,9,9,9
+oil,stock,6.34,6,5,8,6,7,6,2,6,8,7.5,6,6,7,8,7,6
+announcement,production,3.38,5,0,3,2,6,5,1,4,2,2,3,6,3,5,6,1
+announcement,warning,6.00,7,7,5,7,8,4,4,8,5,7,6,8,3,8,7,2
+profit,warning,3.88,7,7,1,5,4,6,4,3,5,1,3,3,0,0,7,6
+profit,loss,7.63,8,9.5,9.5,10,8,8,8,9,6,4,8,8,10,0,9,7
+dollar,yen,7.78,8,9,9,10,7,5,8,8,7,7.5,8,8,10,3,9,8
+dollar,buck,9.22,9,10,9.5,10,9,8,9,10,9,8,10,10,8,9,10,9
+dollar,profit,7.38,8,6,9,9,9,7,7,8,8,6,7,5,6,7,8,8
+dollar,loss,6.09,8,6,8.5,2,5,7,7,8,4,6,5,5,5,7,8,6
+computer,software,8.50,9,8,9,8,9,8,8,9,8,9,8,8,10,9,9,7
+network,hardware,8.31,8,8.5,8.5,9,9,7,8,7,8,9,8,9,8,9,9,8
+phone,equipment,7.13,8,8.5,7.5,5,9,6,7,6,6,8,5,7,7,9,8,7
+equipment,maker,5.91,8,7,7,6,6,5,8,5,2,7.5,3,4,6,5,8,7
+luxury,car,6.47,7,6,8,6,7,7,5,5,3,7.5,6,6,7,7,8,8
+five,month,3.38,5,6,2,1,5,4,1,5,2,4,2,1,3,6,5,2
+report,gain,3.63,6,5,4,1,4,5,4,3,2,0,2,1,7,7,6,1
+investor,earning,7.13,8,7,8,8,7,7,8,7,3,8,7,6,8,7,8,7
+liquid,water,7.89,8,7.75,8.5,8,7,8,4,8,7,9,8,9,8,9,9,8
+baseball,season,5.97,8,3,8.5,7,8,8,4,6,5,8,3,6,7,2,7,5
+game,victory,7.03,8,8,7,7,5,8,6,7,6.5,8,7,5,9,8,7,6
+game,team,7.69,8,8.5,8.5,8,5,8,6,9,7,9,7,7,9,8,8,7
+marathon,sprint,7.47,7,9,7,8,6,8,7,8,6.5,9,8,8,5,9,8,6
+game,series,6.19,7,8,7.5,6,5,8,5,6,2,7.5,3,8,6,5,8,7
+game,defeat,6.97,8,8,7.5,7,6,8,6,7,6,8,7,5,9,6,7,6
+seven,series,3.56,5,6,2,2,5,4,4,5,3,4,4,1,0,1,7,4
+seafood,sea,7.47,9,8,7.5,8,9,9,7,7,7,9,6,6,5,7,8,7
+seafood,food,8.34,9,9.5,9,9,9,8,4,9,7,9,8,9,8,9,9,8
+seafood,lobster,8.70,9,9.75,8.5,10,9,9,6,10,7,9,9,9,8,9,9,8
+lobster,food,7.81,8,8,8,10,9,7,4,9,7,9,6,9,9,7,8,7
+lobster,wine,5.70,7,7.75,7.5,1,6,6,3,8,5.5,7.5,4,6,7,1,7,7
+food,preparation,6.22,6,5,6.5,5,9,6,3,7,6,8,5,6,6,7,8,6
+video,archive,6.34,7,6,7,5,9,7,4,7,4,7.5,5,7,5,9,8,4
+start,year,4.06,5,5.5,6.5,2,5,3,0,6,4,6,2,2,3,9,4,2
+start,match,4.47,5,2,6.5,1,9,3,3,8,1,2,3,5,5,9,6,3
+game,round,5.97,4,8,8,4,5,5,7,9,4,7.5,5,6,7,5,8,3
+boxing,round,7.61,6,8.25,7.5,7,8,7,8,9,4,8,7,8,10,9,9,6
+championship,tournament,8.36,9,8.75,9,9,9,8,7,10,7,8,8,8,10,9,8,6
+fighting,defeating,7.41,8,8,8,8,5,7,6,9,7,7.5,8,9,8,5,9,6
+line,insurance,2.69,5,2,2,1,6,3,3,4,1,2,2,2,0,0,9,1
+day,summer,3.94,7,7,2,1,4,3,1,7,3,4,4,4,6,1,5,4
+summer,drought,7.16,8,8,8,9,5,7,7,8,5,7.5,5,4,8,9,8,8
+summer,nature,5.63,5,6,4,7,9,5,6,7,4,6,6,3,3,6,7,6
+day,dawn,7.53,8,8.5,8,8,9,8,6,8,6,6,8,7,8,7,8,7
+nature,environment,8.31,9,6.5,8.5,9,9,9,7,9,8,8,8,8,10,9,8,7
+environment,ecology,8.81,9,8.5,8.5,9,9,9,8,10,8,9,9,9,10,7,9,9
+nature,man,6.25,5,6,8,5,9,5,5,7,3,8,5,6,8,5,8,7
+man,woman,8.30,8,9.75,9,10,9,9,8,9,7.5,7.5,9,9,10,1,9,8
+man,governor,5.25,7,4.5,5,1,6,4,3,7,2,7.5,3,7,7,8,7,5
+murder,manslaughter,8.53,8,9.9,9.5,10,7,9,9,10,6,4,8,9,9,9,10,9
+soap,opera,7.94,8,4,8.5,7,9,9,8,9,8,7.5,7,8,9,9,7,9
+opera,performance,6.88,8,2,7.5,5,9,5,7,7,8,7.5,6,9,7,9,7,6
+life,lesson,5.94,7,5,7.5,3,9,8,4,6,5,7.5,4,5,2,9,7,6
+focus,life,4.06,5,0,7.5,1,7,6,0,3,4,7.5,3,2,2,7,5,5
+production,crew,6.25,8,4,8,4,8,7,5,7,3,8,4,7,9,9,6,3
+television,film,7.72,8,5,8.5,8,9,8,8,9,5,8,7,8,9,9,8,6
+lover,quarrel,6.19,7,2,8.5,3,7,7,6,9,5,7.5,4,6,8,7,7,5
+viewer,serial,2.97,3,0.5,1,1,4,3,0,6,2,2,2,7,7,3,4,2
+possibility,girl,1.94,3,0,0,1,4,2,0,2,2,4,3,1,0,3,5,1
+population,development,3.75,5,1,3,2,7,5,2,7,2,6,4,1,4,1,5,5
+morality,importance,3.31,7,0,1,1,6,4,0,6,1,6,3,3,3,4,4,4
+morality,marriage,3.69,6,5,2,1,5,4,1,3,3,6,3,5,4,1,4,6
+Mexico,Brazil,7.44,8,8.5,8,6,7,7,8,9,7,7.5,7,8,10,2,8,8
+gender,equality,6.41,8,6,5,4,4,8,5,8,6,7.5,2,8,8,7,7,9
+change,attitude,5.44,8,5,6,3,4,7,4,7,7,6,4,6,5,0,7,8
+family,planning,6.25,7,5,7,3,7,8,4,6,7,8,7,6,8,1,8,8
+opera,industry,2.63,7,0,1,1,7,2,3,3,2,2,1,2,3,1,4,3
+sugar,approach,0.88,3,0,0,1,5,1,0,1,0,0,1,0,0,0,1,1
+practice,institution,3.19,4,1,1,1,6,2,2,2,4,3,6,6,5,0,5,3
+ministry,culture,4.69,4,1,6,4,7,6,1,4,5,6,5,7,6,7,3,3
+problem,challenge,6.75,7,7.5,7.5,8,7,7,1,10,5,6,6,8,8,8,7,5
+size,prominence,5.31,7,8.5,6,7,6,4,2,8,3.5,2,6,5,6,1,7,6
+country,citizen,7.31,8,7,7,9,8,7,7,7,5,8,7,8,9,6,8,6
+planet,people,5.75,5,0,6,7,8,5,6,5,5,9,7,6,4,7,7,5
+development,issue,3.97,5,1,6,1,5,3,1,5,3,7.5,3,7,3,2,5,6
+experience,music,3.47,6,1,7,1,5,3,1,1,1,7.5,3,8,3,1,5,2
+music,project,3.63,5,0,6,1,5,3,4,2,3,6,5,2,7,2,4,3
+glass,metal,5.56,7,7,8,4,6,5,4,7,6,4,7,7,6,0,5,6
+aluminum,metal,7.83,9,8.75,9,9,7,7,6,8,6,7.5,8,9,8,8,8,7
+chance,credibility,3.88,8,3,1,3,6,3,3,4,3,6,3,8,1,1,4,5
+exhibit,memorabilia,5.31,7,6,9,7,7,3,2,7,3,6,7,7,5,2,1,6
+concert,virtuoso,6.81,8,6,7.5,9,6,7,7,8,2,7.5,7,7,8,3,8,8
+rock,jazz,7.59,8,9,9,5,8,7,8,9,7,7.5,8,8,9,1,9,9
+museum,theater,7.19,8,7.5,8.5,6,8,8,8,9,7,6,8,8,7,1,8,7
+observation,architecture,4.38,7,3,3,4,6,3,6,5,3,4,7,7,3,1,2,6
+space,world,6.53,7,6,8.5,3,9,6,7,9,5,6,8,8,5,3,8,6
+preservation,world,6.19,7,8,7,6,7,7,2,8,4,6,6,8,8,4,6,5
+admission,ticket,7.69,8,8,9,9,9,8,7,9,6,6,6,9,9,5,8,7
+shower,thunderstorm,6.31,8,9,8,6,7,8,2,7,6,4,5,9,8,2,8,4
+shower,flood,6.03,8,7,8.5,6,7,8,2,7,6,6,7,8,8,0,4,4
+weather,forecast,8.34,8,7.5,9,9,9,9,7,9,7,8,8,9,10,7,9,8
+disaster,area,6.25,7,8,9,3,9,8,3,5,6,6,5,8,9,1,5,8
+governor,office,6.34,8,5,7.5,3,7,8,1,6,5,6,6,8,7,8,8,8
+architecture,century,3.78,6,0,7.5,1,6,8,1,3,1,6,5,7,3,2,2,2
diff --git a/WordSim353/data/original_finkelstein/set2.tab b/WordSim353/data/original_finkelstein/set2.tab
new file mode 100644
index 0000000000000000000000000000000000000000..8b2c15e1d281f840bd1e23fd3585c91d969a3f42
--- /dev/null
+++ b/WordSim353/data/original_finkelstein/set2.tab
@@ -0,0 +1,201 @@
+Word 1	Word 2	Human (mean)	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16
+energy	secretary	1.81	1	0	4	2	4	5	1	1	1	0	1	1	4	0	2	2
+secretary	senate	5.06	7	1	7	4	4	7	1	3	4	8	4	5	6	7	6	7
+energy	laboratory	5.09	7	1	7.5	4	6	7	4	6	1	2	4	3	7	9	6	7
+computer	laboratory	6.78	8	5	8	7	6	9	6	7	6	7.5	4	5	8	9	7	6
+weapon	secret	6.06	7	4	8	6	6	9	2	6	3	6	5	6	8	9	7	5
+FBI	fingerprint	6.94	8	6	8	5	5	9	7	7	6	6	6	8	9	7	6	8
+FBI	investigation	8.31	9	9	8.5	9	7	9	8	8	8	7.5	6	9	10	9	7	9
+investigation	effort	4.59	5	1	7.5	2	4	7	6	5	2	2	2	7	6	5	6	6
+Mars	water	2.94	2	1	3	2	1	8	0	4	2	6	1	1	3	0	5	8
+Mars	scientist	5.63	8	1	7	4	6	8	1	6	5	6	2	9	7	5	7	8
+news	report	8.16	9	6	8.5	8	7	9	7	8	7	8	7	9	10	9	9	9
+canyon	landscape	7.53	9	7.5	7	7	7	7	8	7	7	8	6	9	8	6	8	9
+image	surface	4.56	7	1	5	1	1	5	4	3	4	4	5	5	7	7	8	6
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+hundred	percent	7.38	9	5	9	3	10	9	6	7	7	6	6	7	10	9	8	7
+Harvard	Yale	8.13	9	8	9	10	8	8	9	10	8.5	7.5	8	8	10	0	8	9
+hospital	infrastructure	4.63	5	2	1	5	6	5	4	7	3	4	5	5	5	3	7	7
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+death	inmate	5.03	4	5	7.5	1	5	4	7	3	6	2	6	6	3	8	8	5
+lawyer	evidence	6.69	7	6.5	8.5	7	8	6	8	8	7	3	5	8	10	0	9	6
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+word	similarity	4.75	6	1	8	2	10	7	6	2	1	4	2	5	0	9	7	6
+board	recommendation	4.47	6	4	2	1	7	8	3	4	1	7.5	2	7	7	0	7	5
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+territory	kilometer	5.28	6	6	8	1	5	8	7	6	4	7.5	5	3	3	2	8	5
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+credit	card	8.06	8	6	9	8	9	8	8	9	7	8	5	8	10	9	9	8
+credit	information	5.31	7	5	2	3	7	4	1	5	7	1	2	8	10	9	8	6
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+type	kind	8.97	9	9.5	9.5	10	8	9	9	10	8.5	9	9	9	9	9	9	7
+arrival	hotel	6.00	7	8	6.5	1	6	9	7	5	6	7.5	4	6	7	4	6	6
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+impartiality	interest	5.16	7	9.5	8	2	4	3	0	7	6	3	7	6	9	0	8	3
+direction	combination	2.25	2	0	1	1	7	2	0	2	2	2	4	3	0	1	6	3
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+cell	phone	7.81	8	6	8	9	9	8	8	8	8	8	3	9	8	9	8	8
+production	hike	1.75	2	2	1	1	6	3	0	1	1	0	2	3	0	0	4	2
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+dividend	payment	7.63	6	9	7	4	9	8	8	8	7	8	7	8	8	9	9	7
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+OPEC	oil	8.59	8	8	9	10	10	8	8	8	8	7.5	7	9	10	9	9	9
+oil	stock	6.34	6	5	8	6	7	6	2	6	8	7.5	6	6	7	8	7	6
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+announcement	warning	6.00	7	7	5	7	8	4	4	8	5	7	6	8	3	8	7	2
+profit	warning	3.88	7	7	1	5	4	6	4	3	5	1	3	3	0	0	7	6
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+dollar	yen	7.78	8	9	9	10	7	5	8	8	7	7.5	8	8	10	3	9	8
+dollar	buck	9.22	9	10	9.5	10	9	8	9	10	9	8	10	10	8	9	10	9
+dollar	profit	7.38	8	6	9	9	9	7	7	8	8	6	7	5	6	7	8	8
+dollar	loss	6.09	8	6	8.5	2	5	7	7	8	4	6	5	5	5	7	8	6
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+phone	equipment	7.13	8	8.5	7.5	5	9	6	7	6	6	8	5	7	7	9	8	7
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+five	month	3.38	5	6	2	1	5	4	1	5	2	4	2	1	3	6	5	2
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+baseball	season	5.97	8	3	8.5	7	8	8	4	6	5	8	3	6	7	2	7	5
+game	victory	7.03	8	8	7	7	5	8	6	7	6.5	8	7	5	9	8	7	6
+game	team	7.69	8	8.5	8.5	8	5	8	6	9	7	9	7	7	9	8	8	7
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+game	series	6.19	7	8	7.5	6	5	8	5	6	2	7.5	3	8	6	5	8	7
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+seven	series	3.56	5	6	2	2	5	4	4	5	3	4	4	1	0	1	7	4
+seafood	sea	7.47	9	8	7.5	8	9	9	7	7	7	9	6	6	5	7	8	7
+seafood	food	8.34	9	9.5	9	9	9	8	4	9	7	9	8	9	8	9	9	8
+seafood	lobster	8.70	9	9.75	8.5	10	9	9	6	10	7	9	9	9	8	9	9	8
+lobster	food	7.81	8	8	8	10	9	7	4	9	7	9	6	9	9	7	8	7
+lobster	wine	5.70	7	7.75	7.5	1	6	6	3	8	5.5	7.5	4	6	7	1	7	7
+food	preparation	6.22	6	5	6.5	5	9	6	3	7	6	8	5	6	6	7	8	6
+video	archive	6.34	7	6	7	5	9	7	4	7	4	7.5	5	7	5	9	8	4
+start	year	4.06	5	5.5	6.5	2	5	3	0	6	4	6	2	2	3	9	4	2
+start	match	4.47	5	2	6.5	1	9	3	3	8	1	2	3	5	5	9	6	3
+game	round	5.97	4	8	8	4	5	5	7	9	4	7.5	5	6	7	5	8	3
+boxing	round	7.61	6	8.25	7.5	7	8	7	8	9	4	8	7	8	10	9	9	6
+championship	tournament	8.36	9	8.75	9	9	9	8	7	10	7	8	8	8	10	9	8	6
+fighting	defeating	7.41	8	8	8	8	5	7	6	9	7	7.5	8	9	8	5	9	6
+line	insurance	2.69	5	2	2	1	6	3	3	4	1	2	2	2	0	0	9	1
+day	summer	3.94	7	7	2	1	4	3	1	7	3	4	4	4	6	1	5	4
+summer	drought	7.16	8	8	8	9	5	7	7	8	5	7.5	5	4	8	9	8	8
+summer	nature	5.63	5	6	4	7	9	5	6	7	4	6	6	3	3	6	7	6
+day	dawn	7.53	8	8.5	8	8	9	8	6	8	6	6	8	7	8	7	8	7
+nature	environment	8.31	9	6.5	8.5	9	9	9	7	9	8	8	8	8	10	9	8	7
+environment	ecology	8.81	9	8.5	8.5	9	9	9	8	10	8	9	9	9	10	7	9	9
+nature	man	6.25	5	6	8	5	9	5	5	7	3	8	5	6	8	5	8	7
+man	woman	8.30	8	9.75	9	10	9	9	8	9	7.5	7.5	9	9	10	1	9	8
+man	governor	5.25	7	4.5	5	1	6	4	3	7	2	7.5	3	7	7	8	7	5
+murder	manslaughter	8.53	8	9.9	9.5	10	7	9	9	10	6	4	8	9	9	9	10	9
+soap	opera	7.94	8	4	8.5	7	9	9	8	9	8	7.5	7	8	9	9	7	9
+opera	performance	6.88	8	2	7.5	5	9	5	7	7	8	7.5	6	9	7	9	7	6
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+focus	life	4.06	5	0	7.5	1	7	6	0	3	4	7.5	3	2	2	7	5	5
+production	crew	6.25	8	4	8	4	8	7	5	7	3	8	4	7	9	9	6	3
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+lover	quarrel	6.19	7	2	8.5	3	7	7	6	9	5	7.5	4	6	8	7	7	5
+viewer	serial	2.97	3	0.5	1	1	4	3	0	6	2	2	2	7	7	3	4	2
+possibility	girl	1.94	3	0	0	1	4	2	0	2	2	4	3	1	0	3	5	1
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+morality	marriage	3.69	6	5	2	1	5	4	1	3	3	6	3	5	4	1	4	6
+Mexico	Brazil	7.44	8	8.5	8	6	7	7	8	9	7	7.5	7	8	10	2	8	8
+gender	equality	6.41	8	6	5	4	4	8	5	8	6	7.5	2	8	8	7	7	9
+change	attitude	5.44	8	5	6	3	4	7	4	7	7	6	4	6	5	0	7	8
+family	planning	6.25	7	5	7	3	7	8	4	6	7	8	7	6	8	1	8	8
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+sugar	approach	0.88	3	0	0	1	5	1	0	1	0	0	1	0	0	0	1	1
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+problem	challenge	6.75	7	7.5	7.5	8	7	7	1	10	5	6	6	8	8	8	7	5
+size	prominence	5.31	7	8.5	6	7	6	4	2	8	3.5	2	6	5	6	1	7	6
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+planet	people	5.75	5	0	6	7	8	5	6	5	5	9	7	6	4	7	7	5
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+music	project	3.63	5	0	6	1	5	3	4	2	3	6	5	2	7	2	4	3
+glass	metal	5.56	7	7	8	4	6	5	4	7	6	4	7	7	6	0	5	6
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+chance	credibility	3.88	8	3	1	3	6	3	3	4	3	6	3	8	1	1	4	5
+exhibit	memorabilia	5.31	7	6	9	7	7	3	2	7	3	6	7	7	5	2	1	6
+concert	virtuoso	6.81	8	6	7.5	9	6	7	7	8	2	7.5	7	7	8	3	8	8
+rock	jazz	7.59	8	9	9	5	8	7	8	9	7	7.5	8	8	9	1	9	9
+museum	theater	7.19	8	7.5	8.5	6	8	8	8	9	7	6	8	8	7	1	8	7
+observation	architecture	4.38	7	3	3	4	6	3	6	5	3	4	7	7	3	1	2	6
+space	world	6.53	7	6	8.5	3	9	6	7	9	5	6	8	8	5	3	8	6
+preservation	world	6.19	7	8	7	6	7	7	2	8	4	6	6	8	8	4	6	5
+admission	ticket	7.69	8	8	9	9	9	8	7	9	6	6	6	9	9	5	8	7
+shower	thunderstorm	6.31	8	9	8	6	7	8	2	7	6	4	5	9	8	2	8	4
+shower	flood	6.03	8	7	8.5	6	7	8	2	7	6	6	7	8	8	0	4	4
+weather	forecast	8.34	8	7.5	9	9	9	9	7	9	7	8	8	9	10	7	9	8
+disaster	area	6.25	7	8	9	3	9	8	3	5	6	6	5	8	9	1	5	8
+governor	office	6.34	8	5	7.5	3	7	8	1	6	5	6	6	8	7	8	8	8
+architecture	century	3.78	6	0	7.5	1	6	8	1	3	1	6	5	7	3	2	2	2
diff --git a/WordSim353/data/ws353simrel_agirre/test.tsv b/WordSim353/data/ws353simrel_agirre/test.tsv
new file mode 100644
index 0000000000000000000000000000000000000000..3ce36fbfbbcd5e05f80f5fa8a72bf50b587eb9da
--- /dev/null
+++ b/WordSim353/data/ws353simrel_agirre/test.tsv
@@ -0,0 +1,352 @@
+t	love	sex	6.77
+h	tiger	cat	7.35
+i	tiger	tiger	10.00
+t	book	paper	7.46
+M	computer	keyboard	7.62
+t	computer	internet	7.58
+S	plane	car	5.77
+S	train	car	6.31
+t	telephone	communication	7.50
+S	television	radio	6.77
+H	media	radio	7.42
+t	drug	abuse	6.85
+S	bread	butter	6.19
+S	cucumber	potato	5.92
+S	doctor	nurse	7.00
+S	professor	doctor	6.62
+S	student	professor	6.81
+t	smart	student	4.62
+a	smart	stupid	5.81
+t	company	stock	7.08
+t	stock	market	8.08
+t	stock	phone	1.62
+t	stock	CD	1.31
+t	stock	jaguar	0.92
+t	stock	egg	1.81
+t	fertility	egg	6.69
+t	stock	live	3.73
+t	stock	life	0.92
+t	book	library	7.46
+t	bank	money	8.12
+s	wood	forest	7.73
+H	money	cash	9.15
+t	professor	cucumber	0.31
+t	king	cabbage	0.23
+S	king	queen	8.58
+S	king	rook	5.92
+S	bishop	rabbi	6.69
+m	Jerusalem	Israel	8.46
+t	Jerusalem	Palestinian	7.65
+t	holy	sex	1.62
+s	fuck	sex	9.44
+t	Maradona	football	8.62
+s	football	soccer	9.03
+S	football	basketball	6.81
+S	football	tennis	6.63
+t	tennis	racket	7.56
+t	Arafat	peace	6.73
+t	Arafat	terror	7.65
+S	Arafat	Jackson	2.50
+t	law	lawyer	8.38
+t	movie	star	7.38
+t	movie	popcorn	6.19
+t	movie	critic	6.73
+t	movie	theater	7.92
+t	physics	proton	8.12
+S	physics	chemistry	7.35
+t	space	chemistry	4.88
+t	alcohol	chemistry	5.54
+S	vodka	gin	8.46
+S	vodka	brandy	8.13
+t	drink	car	3.04
+t	drink	ear	1.31
+t	drink	mouth	5.96
+S	drink	eat	6.87
+t	baby	mother	7.85
+t	drink	mother	2.65
+s	car	automobile	8.94
+s	gem	jewel	8.96
+s	journey	voyage	9.29
+s	boy	lad	8.83
+s	coast	shore	9.10
+s	asylum	madhouse	8.87
+s	magician	wizard	9.02
+s	midday	noon	9.29
+s	furnace	stove	8.79
+H	food	fruit	7.52
+H	bird	cock	7.10
+H	bird	crane	7.38
+t	tool	implement	6.46
+t	brother	monk	6.27
+t	crane	implement	2.69
+t	lad	brother	4.46
+t	journey	car	5.85
+t	monk	oracle	5.00
+t	cemetery	woodland	2.08
+H	food	rooster	4.42
+t	coast	hill	4.38
+t	forest	graveyard	1.85
+t	shore	woodland	3.08
+t	monk	slave	0.92
+t	coast	forest	3.15
+t	lad	wizard	0.92
+t	chord	smile	0.54
+t	glass	magician	2.08
+t	noon	string	0.54
+t	rooster	voyage	0.62
+H	money	dollar	8.42
+H	money	currency	9.04
+t	money	wealth	8.27
+t	money	property	7.57
+t	money	possession	7.29
+t	money	bank	8.50
+t	money	deposit	7.73
+t	money	withdrawal	6.88
+t	money	laundering	5.65
+t	money	operation	3.31
+S	tiger	jaguar	8.00
+h	tiger	feline	8.00
+h	tiger	carnivore	7.08
+h	tiger	mammal	6.85
+h	tiger	animal	7.00
+h	tiger	organism	4.77
+h	tiger	fauna	5.62
+t	tiger	zoo	5.87
+S	psychology	psychiatry	8.08
+t	psychology	anxiety	7.00
+t	psychology	fear	6.85
+t	psychology	depression	7.42
+t	psychology	clinic	6.58
+t	psychology	doctor	6.42
+t	psychology	Freud	8.21
+t	psychology	mind	7.69
+t	psychology	health	7.23
+h	psychology	science	6.71
+h	psychology	discipline	5.58
+t	psychology	cognition	7.48
+S	planet	star	8.45
+t	planet	constellation	8.06
+S	planet	moon	8.08
+S	planet	sun	8.02
+m	planet	galaxy	8.11
+t	planet	space	7.92
+t	planet	astronomer	7.94
+h	precedent	example	5.85
+t	precedent	information	3.85
+t	precedent	cognition	2.81
+t	precedent	law	6.65
+t	precedent	collection	2.50
+t	precedent	group	1.77
+S	precedent	antecedent	6.04
+t	cup	coffee	6.58
+h	cup	tableware	6.85
+t	cup	article	2.40
+h	cup	artifact	2.92
+h	cup	object	3.69
+h	cup	entity	2.15
+t	cup	drink	7.25
+t	cup	food	5.00
+t	cup	substance	1.92
+t	cup	liquid	5.90
+h	jaguar	cat	7.42
+h	jaguar	car	7.27
+t	energy	secretary	1.81
+t	secretary	senate	5.06
+t	energy	laboratory	5.09
+t	computer	laboratory	6.78
+t	weapon	secret	6.06
+t	FBI	fingerprint	6.94
+t	FBI	investigation	8.31
+t	investigation	effort	4.59
+t	Mars	water	2.94
+t	Mars	scientist	5.63
+t	news	report	8.16
+m	canyon	landscape	7.53
+t	image	surface	4.56
+t	discovery	space	6.34
+t	water	seepage	6.56
+t	sign	recess	2.38
+t	Wednesday	news	2.22
+S	mile	kilometer	8.66
+t	computer	news	4.47
+t	territory	surface	5.34
+t	atmosphere	landscape	3.69
+t	president	medal	3.00
+t	war	troops	8.13
+t	record	number	6.31
+S	skin	eye	6.22
+S	Japanese	American	6.50
+t	theater	history	3.91
+t	volunteer	motto	2.56
+t	prejudice	recognition	3.00
+t	decoration	valor	5.63
+S	century	year	7.59
+t	century	nation	3.16
+t	delay	racism	1.19
+t	delay	news	3.31
+t	minister	party	6.63
+t	peace	plan	4.75
+t	minority	peace	3.69
+t	attempt	peace	4.25
+t	government	crisis	6.56
+t	deployment	departure	4.25
+t	deployment	withdrawal	5.88
+t	energy	crisis	5.94
+h	announcement	news	7.56
+t	announcement	effort	2.75
+t	stroke	hospital	7.03
+t	disability	death	5.47
+t	victim	emergency	6.47
+t	treatment	recovery	7.91
+t	journal	association	4.97
+h	doctor	personnel	5.00
+t	doctor	liability	5.19
+t	liability	insurance	7.03
+t	school	center	3.44
+t	reason	hypertension	2.31
+t	reason	criterion	5.91
+t	hundred	percent	7.38
+S	Harvard	Yale	8.13
+h	hospital	infrastructure	4.63
+t	death	row	5.25
+t	death	inmate	5.03
+t	lawyer	evidence	6.69
+S	life	death	7.88
+t	life	term	4.50
+t	word	similarity	4.75
+t	board	recommendation	4.47
+t	governor	interview	3.25
+M	OPEC	country	5.63
+t	peace	atmosphere	3.69
+t	peace	insurance	2.94
+t	territory	kilometer	5.28
+h	travel	activity	5.00
+t	competition	price	6.44
+t	consumer	confidence	4.13
+t	consumer	energy	4.75
+t	problem	airport	2.38
+t	car	flight	4.94
+t	credit	card	8.06
+t	credit	information	5.31
+t	hotel	reservation	8.03
+t	grocery	money	5.94
+t	registration	arrangement	6.00
+t	arrangement	accommodation	5.41
+t	month	hotel	1.81
+s	type	kind	8.97
+t	arrival	hotel	6.00
+t	bed	closet	6.72
+t	closet	clothes	8.00
+t	situation	conclusion	4.81
+t	situation	isolation	3.88
+t	impartiality	interest	5.16
+t	direction	combination	2.25
+h	street	place	6.44
+H	street	avenue	8.88
+S	street	block	6.88
+t	street	children	4.94
+t	listing	proximity	2.56
+t	listing	category	6.38
+h	cell	phone	7.81
+t	production	hike	1.75
+t	benchmark	index	4.25
+t	media	trading	3.88
+t	media	gain	2.88
+h	dividend	payment	7.63
+t	dividend	calculation	6.48
+s	calculation	computation	8.44
+t	currency	market	7.50
+t	OPEC	oil	8.59
+t	oil	stock	6.34
+t	announcement	production	3.38
+t	announcement	warning	6.00
+t	profit	warning	3.88
+S	profit	loss	7.63
+S	dollar	yen	7.78
+s	dollar	buck	9.22
+t	dollar	profit	7.38
+t	dollar	loss	6.09
+t	computer	software	8.50
+t	network	hardware	8.31
+h	phone	equipment	7.13
+t	equipment	maker	5.91
+t	luxury	car	6.47
+t	five	month	3.38
+t	report	gain	3.63
+t	investor	earning	7.13
+H	liquid	water	7.89
+t	baseball	season	5.97
+t	game	victory	7.03
+t	game	team	7.69
+S	marathon	sprint	7.47
+t	game	series	6.19
+t	game	defeat	6.97
+t	seven	series	3.56
+t	seafood	sea	7.47
+h	seafood	food	8.34
+H	seafood	lobster	8.70
+h	lobster	food	7.81
+S	lobster	wine	5.70
+t	food	preparation	6.22
+t	video	archive	6.34
+t	start	year	4.06
+t	start	match	4.47
+t	game	round	5.97
+t	boxing	round	7.61
+s	championship	tournament	8.36
+t	fighting	defeating	7.41
+t	line	insurance	2.69
+m	day	summer	3.94
+t	summer	drought	7.16
+t	summer	nature	5.63
+M	day	dawn	7.53
+t	nature	environment	8.31
+t	environment	ecology	8.81
+t	nature	man	6.25
+S	man	woman	8.30
+H	man	governor	5.25
+s	murder	manslaughter	8.53
+t	soap	opera	7.94
+h	opera	performance	6.88
+t	life	lesson	5.94
+t	focus	life	4.06
+t	production	crew	6.25
+t	television	film	7.72
+t	lover	quarrel	6.19
+t	viewer	serial	2.97
+t	possibility	girl	1.94
+t	population	development	3.75
+t	morality	importance	3.31
+t	morality	marriage	3.69
+S	Mexico	Brazil	7.44
+t	gender	equality	6.41
+t	change	attitude	5.44
+t	family	planning	6.25
+t	opera	industry	2.63
+t	sugar	approach	0.88
+t	practice	institution	3.19
+t	ministry	culture	4.69
+t	problem	challenge	6.75
+t	size	prominence	5.31
+M	country	citizen	7.31
+M	planet	people	5.75
+t	development	issue	3.97
+t	experience	music	3.47
+t	music	project	3.63
+S	glass	metal	5.56
+h	aluminum	metal	7.83
+t	chance	credibility	3.88
+t	exhibit	memorabilia	5.31
+t	concert	virtuoso	6.81
+S	rock	jazz	7.59
+S	museum	theater	7.19
+t	observation	architecture	4.38
+t	space	world	6.53
+t	preservation	world	6.19
+t	admission	ticket	7.69
+S	shower	thunderstorm	6.31
+t	shower	flood	6.03
+t	weather	forecast	8.34
+t	disaster	area	6.25
+t	governor	office	6.34
+t	architecture	century	3.78
\ No newline at end of file
diff --git a/WordSim353/data/ws353simrel_agirre/wordsim353_agreed.txt b/WordSim353/data/ws353simrel_agirre/wordsim353_agreed.txt
new file mode 100644
index 0000000000000000000000000000000000000000..828113d9b1a1c759e65d4d1ca80e03bfd65e106b
--- /dev/null
+++ b/WordSim353/data/ws353simrel_agirre/wordsim353_agreed.txt
@@ -0,0 +1,363 @@
+#Word 1	Word 2	Human (mean)
+# i = identical tokens
+# s = synonym (at least in one meaning of each)
+# a = antonyms (at least in one meaning of each)
+# h = first is hyponym of second (at least in one meaning of each)
+# H = first is hyperonym of second (at least in one meaning of each)
+# S = sibling terms (terms with a common hyperonymy)
+# m = first is part of the second one (at least in one meaning of each)
+# M = second is part of the first one (at least in one meaning of each)
+# t = topically related, but none of the above
+#
+t	love	sex	6.77
+h	tiger	cat	7.35
+i	tiger	tiger	10.00
+t	book	paper	7.46
+M	computer	keyboard	7.62
+t	computer	internet	7.58
+S	plane	car	5.77
+S	train	car	6.31
+t	telephone	communication	7.50
+S	television	radio	6.77
+H	media	radio	7.42
+t	drug	abuse	6.85
+S	bread	butter	6.19
+S	cucumber	potato	5.92
+S	doctor	nurse	7.00
+S	professor	doctor	6.62
+S	student	professor	6.81
+t	smart	student	4.62
+a	smart	stupid	5.81
+t	company	stock	7.08
+t	stock	market	8.08
+t	stock	phone	1.62
+t	stock	CD	1.31
+t	stock	jaguar	0.92
+t	stock	egg	1.81
+t	fertility	egg	6.69
+t	stock	live	3.73
+t	stock	life	0.92
+t	book	library	7.46
+t	bank	money	8.12
+s	wood	forest	7.73
+H	money	cash	9.15
+t	professor	cucumber	0.31
+t	king	cabbage	0.23
+S	king	queen	8.58
+S	king	rook	5.92
+S	bishop	rabbi	6.69
+m	Jerusalem	Israel	8.46
+t	Jerusalem	Palestinian	7.65
+t	holy	sex	1.62
+s	fuck	sex	9.44
+t	Maradona	football	8.62
+s	football	soccer	9.03
+S	football	basketball	6.81
+S	football	tennis	6.63
+t	tennis	racket	7.56
+t	Arafat	peace	6.73
+t	Arafat	terror	7.65
+S	Arafat	Jackson	2.50
+t	law	lawyer	8.38
+t	movie	star	7.38
+t	movie	popcorn	6.19
+t	movie	critic	6.73
+t	movie	theater	7.92
+t	physics	proton	8.12
+S	physics	chemistry	7.35
+t	space	chemistry	4.88
+t	alcohol	chemistry	5.54
+S	vodka	gin	8.46
+S	vodka	brandy	8.13
+t	drink	car	3.04
+t	drink	ear	1.31
+t	drink	mouth	5.96
+S	drink	eat	6.87
+t	baby	mother	7.85
+t	drink	mother	2.65
+s	car	automobile	8.94
+s	gem	jewel	8.96
+s	journey	voyage	9.29
+s	boy	lad	8.83
+s	coast	shore	9.10
+s	asylum	madhouse	8.87
+s	magician	wizard	9.02
+s	midday	noon	9.29
+s	furnace	stove	8.79
+H	food	fruit	7.52
+H	bird	cock	7.10
+H	bird	crane	7.38
+t	tool	implement	6.46
+t	brother	monk	6.27
+t	crane	implement	2.69
+t	lad	brother	4.46
+t	journey	car	5.85
+t	monk	oracle	5.00
+t	cemetery	woodland	2.08
+H	food	rooster	4.42
+t	coast	hill	4.38
+t	forest	graveyard	1.85
+t	shore	woodland	3.08
+t	monk	slave	0.92
+t	coast	forest	3.15
+t	lad	wizard	0.92
+t	chord	smile	0.54
+t	glass	magician	2.08
+t	noon	string	0.54
+t	rooster	voyage	0.62
+H	money	dollar	8.42
+H	money	currency	9.04
+t	money	wealth	8.27
+t	money	property	7.57
+t	money	possession	7.29
+t	money	bank	8.50
+t	money	deposit	7.73
+t	money	withdrawal	6.88
+t	money	laundering	5.65
+t	money	operation	3.31
+S	tiger	jaguar	8.00
+h	tiger	feline	8.00
+h	tiger	carnivore	7.08
+h	tiger	mammal	6.85
+h	tiger	animal	7.00
+h	tiger	organism	4.77
+h	tiger	fauna	5.62
+t	tiger	zoo	5.87
+S	psychology	psychiatry	8.08
+t	psychology	anxiety	7.00
+t	psychology	fear	6.85
+t	psychology	depression	7.42
+t	psychology	clinic	6.58
+t	psychology	doctor	6.42
+t	psychology	Freud	8.21
+t	psychology	mind	7.69
+t	psychology	health	7.23
+h	psychology	science	6.71
+h	psychology	discipline	5.58
+t	psychology	cognition	7.48
+S	planet	star	8.45
+t	planet	constellation	8.06
+S	planet	moon	8.08
+S	planet	sun	8.02
+m	planet	galaxy	8.11
+t	planet	space	7.92
+t	planet	astronomer	7.94
+h	precedent	example	5.85
+t	precedent	information	3.85
+t	precedent	cognition	2.81
+t	precedent	law	6.65
+t	precedent	collection	2.50
+t	precedent	group	1.77
+S	precedent	antecedent	6.04
+t	cup	coffee	6.58
+h	cup	tableware	6.85
+t	cup	article	2.40
+h	cup	artifact	2.92
+h	cup	object	3.69
+h	cup	entity	2.15
+t	cup	drink	7.25
+t	cup	food	5.00
+t	cup	substance	1.92
+t	cup	liquid	5.90
+h	jaguar	cat	7.42
+h	jaguar	car	7.27
+t	energy	secretary	1.81
+t	secretary	senate	5.06
+t	energy	laboratory	5.09
+t	computer	laboratory	6.78
+t	weapon	secret	6.06
+t	FBI	fingerprint	6.94
+t	FBI	investigation	8.31
+t	investigation	effort	4.59
+t	Mars	water	2.94
+t	Mars	scientist	5.63
+t	news	report	8.16
+m	canyon	landscape	7.53
+t	image	surface	4.56
+t	discovery	space	6.34
+t	water	seepage	6.56
+t	sign	recess	2.38
+t	Wednesday	news	2.22
+S	mile	kilometer	8.66
+t	computer	news	4.47
+t	territory	surface	5.34
+t	atmosphere	landscape	3.69
+t	president	medal	3.00
+t	war	troops	8.13
+t	record	number	6.31
+S	skin	eye	6.22
+S	Japanese	American	6.50
+t	theater	history	3.91
+t	volunteer	motto	2.56
+t	prejudice	recognition	3.00
+t	decoration	valor	5.63
+S	century	year	7.59
+t	century	nation	3.16
+t	delay	racism	1.19
+t	delay	news	3.31
+t	minister	party	6.63
+t	peace	plan	4.75
+t	minority	peace	3.69
+t	attempt	peace	4.25
+t	government	crisis	6.56
+t	deployment	departure	4.25
+t	deployment	withdrawal	5.88
+t	energy	crisis	5.94
+h	announcement	news	7.56
+t	announcement	effort	2.75
+t	stroke	hospital	7.03
+t	disability	death	5.47
+t	victim	emergency	6.47
+t	treatment	recovery	7.91
+t	journal	association	4.97
+h	doctor	personnel	5.00
+t	doctor	liability	5.19
+t	liability	insurance	7.03
+t	school	center	3.44
+t	reason	hypertension	2.31
+t	reason	criterion	5.91
+t	hundred	percent	7.38
+S	Harvard	Yale	8.13
+h	hospital	infrastructure	4.63
+t	death	row	5.25
+t	death	inmate	5.03
+t	lawyer	evidence	6.69
+S	life	death	7.88
+t	life	term	4.50
+t	word	similarity	4.75
+t	board	recommendation	4.47
+t	governor	interview	3.25
+M	OPEC	country	5.63
+t	peace	atmosphere	3.69
+t	peace	insurance	2.94
+t	territory	kilometer	5.28
+h	travel	activity	5.00
+t	competition	price	6.44
+t	consumer	confidence	4.13
+t	consumer	energy	4.75
+t	problem	airport	2.38
+t	car	flight	4.94
+t	credit	card	8.06
+t	credit	information	5.31
+t	hotel	reservation	8.03
+t	grocery	money	5.94
+t	registration	arrangement	6.00
+t	arrangement	accommodation	5.41
+t	month	hotel	1.81
+s	type	kind	8.97
+t	arrival	hotel	6.00
+t	bed	closet	6.72
+t	closet	clothes	8.00
+t	situation	conclusion	4.81
+t	situation	isolation	3.88
+t	impartiality	interest	5.16
+t	direction	combination	2.25
+h	street	place	6.44
+H	street	avenue	8.88
+S	street	block	6.88
+t	street	children	4.94
+t	listing	proximity	2.56
+t	listing	category	6.38
+h	cell	phone	7.81
+t	production	hike	1.75
+t	benchmark	index	4.25
+t	media	trading	3.88
+t	media	gain	2.88
+h	dividend	payment	7.63
+t	dividend	calculation	6.48
+s	calculation	computation	8.44
+t	currency	market	7.50
+t	OPEC	oil	8.59
+t	oil	stock	6.34
+t	announcement	production	3.38
+t	announcement	warning	6.00
+t	profit	warning	3.88
+S	profit	loss	7.63
+S	dollar	yen	7.78
+s	dollar	buck	9.22
+t	dollar	profit	7.38
+t	dollar	loss	6.09
+t	computer	software	8.50
+t	network	hardware	8.31
+h	phone	equipment	7.13
+t	equipment	maker	5.91
+t	luxury	car	6.47
+t	five	month	3.38
+t	report	gain	3.63
+t	investor	earning	7.13
+H	liquid	water	7.89
+t	baseball	season	5.97
+t	game	victory	7.03
+t	game	team	7.69
+S	marathon	sprint	7.47
+t	game	series	6.19
+t	game	defeat	6.97
+t	seven	series	3.56
+t	seafood	sea	7.47
+h	seafood	food	8.34
+H	seafood	lobster	8.70
+h	lobster	food	7.81
+S	lobster	wine	5.70
+t	food	preparation	6.22
+t	video	archive	6.34
+t	start	year	4.06
+t	start	match	4.47
+t	game	round	5.97
+t	boxing	round	7.61
+s	championship	tournament	8.36
+t	fighting	defeating	7.41
+t	line	insurance	2.69
+m	day	summer	3.94
+t	summer	drought	7.16
+t	summer	nature	5.63
+M	day	dawn	7.53
+t	nature	environment	8.31
+t	environment	ecology	8.81
+t	nature	man	6.25
+S	man	woman	8.30
+H	man	governor	5.25
+s	murder	manslaughter	8.53
+t	soap	opera	7.94
+h	opera	performance	6.88
+t	life	lesson	5.94
+t	focus	life	4.06
+t	production	crew	6.25
+t	television	film	7.72
+t	lover	quarrel	6.19
+t	viewer	serial	2.97
+t	possibility	girl	1.94
+t	population	development	3.75
+t	morality	importance	3.31
+t	morality	marriage	3.69
+S	Mexico	Brazil	7.44
+t	gender	equality	6.41
+t	change	attitude	5.44
+t	family	planning	6.25
+t	opera	industry	2.63
+t	sugar	approach	0.88
+t	practice	institution	3.19
+t	ministry	culture	4.69
+t	problem	challenge	6.75
+t	size	prominence	5.31
+M	country	citizen	7.31
+M	planet	people	5.75
+t	development	issue	3.97
+t	experience	music	3.47
+t	music	project	3.63
+S	glass	metal	5.56
+h	aluminum	metal	7.83
+t	chance	credibility	3.88
+t	exhibit	memorabilia	5.31
+t	concert	virtuoso	6.81
+S	rock	jazz	7.59
+S	museum	theater	7.19
+t	observation	architecture	4.38
+t	space	world	6.53
+t	preservation	world	6.19
+t	admission	ticket	7.69
+S	shower	thunderstorm	6.31
+t	shower	flood	6.03
+t	weather	forecast	8.34
+t	disaster	area	6.25
+t	governor	office	6.34
+t	architecture	century	3.78
diff --git a/WordSim353/data/ws353simrel_agirre/wordsim353_annotator1.txt b/WordSim353/data/ws353simrel_agirre/wordsim353_annotator1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bd5c58e1aff7b4cf478102014830a28c4023588e
--- /dev/null
+++ b/WordSim353/data/ws353simrel_agirre/wordsim353_annotator1.txt
@@ -0,0 +1,363 @@
+#Word 1	Word 2	Human (mean)
+# i = identical tokens
+# s = synonym (at least in one meaning of each)
+# a = antonyms (at least in one meaning of each)
+# h = first is hyponym of second (at least in one meaning of each)
+# H = first is hyperonym of second (at least in one meaning of each)
+# S = sibling terms (terms with a common hyperonymy)
+# m = first is part of the second one (at least in one meaning of each)
+# M = second is part of the first one (at least in one meaning of each)
+# t = topically related, but none of the above
+#
+t	love	sex	6.77
+h	tiger	cat	7.35
+i	tiger	tiger	10.00
+t	book	paper	7.46
+M	computer	keyboard	7.62
+t	computer	internet	7.58
+S	plane	car	5.77
+S	train	car	6.31
+t	telephone	communication	7.50
+S	television	radio	6.77
+t	media	radio	7.42
+t	drug	abuse	6.85
+t	bread	butter	6.19
+S	cucumber	potato	5.92
+S	doctor	nurse	7.00
+t	professor	doctor	6.62
+S	student	professor	6.81
+t	smart	student	4.62
+a	smart	stupid	5.81
+M	company	stock	7.08
+t	stock	market	8.08
+t	stock	phone	1.62
+t	stock	CD	1.31
+t	stock	jaguar	0.92
+t	stock	egg	1.81
+t	fertility	egg	6.69
+t	stock	live	3.73
+t	stock	life	0.92
+m	book	library	7.46
+M	bank	money	8.12
+s	wood	forest	7.73
+H	money	cash	9.15
+t	professor	cucumber	0.31
+t	king	cabbage	0.23
+S	king	queen	8.58
+S	king	rook	5.92
+S	bishop	rabbi	6.69
+m	Jerusalem	Israel	8.46
+t	Jerusalem	Palestinian	7.65
+t	holy	sex	1.62
+h	fuck	sex	9.44
+t	Maradona	football	8.62
+s	football	soccer	9.03
+S	football	basketball	6.81
+S	football	tennis	6.63
+t	tennis	racket	7.56
+t	Arafat	peace	6.73
+t	Arafat	terror	7.65
+t	Arafat	Jackson	2.50
+t	law	lawyer	8.38
+t	movie	star	7.38
+t	movie	popcorn	6.19
+t	movie	critic	6.73
+t	movie	theater	7.92
+t	physics	proton	8.12
+S	physics	chemistry	7.35
+t	space	chemistry	4.88
+t	alcohol	chemistry	5.54
+S	vodka	gin	8.46
+S	vodka	brandy	8.13
+t	drink	car	3.04
+t	drink	ear	1.31
+t	drink	mouth	5.96
+S	drink	eat	6.87
+t	baby	mother	7.85
+t	drink	mother	2.65
+s	car	automobile	8.94
+s	gem	jewel	8.96
+s	journey	voyage	9.29
+s	boy	lad	8.83
+s	coast	shore	9.10
+s	asylum	madhouse	8.87
+s	magician	wizard	9.02
+s	midday	noon	9.29
+s	furnace	stove	8.79
+H	food	fruit	7.52
+H	bird	cock	7.10
+H	bird	crane	7.38
+s	tool	implement	6.46
+s	brother	monk	6.27
+t	crane	implement	2.69
+t	lad	brother	4.46
+t	journey	car	5.85
+t	monk	oracle	5.00
+S	cemetery	woodland	2.08
+H	food	rooster	4.42
+S	coast	hill	4.38
+S	forest	graveyard	1.85
+S	shore	woodland	3.08
+t	monk	slave	0.92
+S	coast	forest	3.15
+t	lad	wizard	0.92
+t	chord	smile	0.54
+t	glass	magician	2.08
+t	noon	string	0.54
+t	rooster	voyage	0.62
+H	money	dollar	8.42
+H	money	currency	9.04
+t	money	wealth	8.27
+t	money	property	7.57
+h	money	possession	7.29
+m	money	bank	8.50
+m	money	deposit	7.73
+t	money	withdrawal	6.88
+t	money	laundering	5.65
+t	money	operation	3.31
+S	tiger	jaguar	8.00
+h	tiger	feline	8.00
+h	tiger	carnivore	7.08
+h	tiger	mammal	6.85
+h	tiger	animal	7.00
+h	tiger	organism	4.77
+t	tiger	fauna	5.62
+t	tiger	zoo	5.87
+S	psychology	psychiatry	8.08
+t	psychology	anxiety	7.00
+t	psychology	fear	6.85
+t	psychology	depression	7.42
+t	psychology	clinic	6.58
+t	psychology	doctor	6.42
+t	psychology	Freud	8.21
+t	psychology	mind	7.69
+t	psychology	health	7.23
+h	psychology	science	6.71
+h	psychology	discipline	5.58
+t	psychology	cognition	7.48
+S	planet	star	8.45
+m	planet	constellation	8.06
+M	planet	moon	8.08
+m	planet	sun	8.02
+m	planet	galaxy	8.11
+t	planet	space	7.92
+t	planet	astronomer	7.94
+h	precedent	example	5.85
+t	precedent	information	3.85
+t	precedent	cognition	2.81
+t	precedent	law	6.65
+t	precedent	collection	2.50
+t	precedent	group	1.77
+s	precedent	antecedent	6.04
+t	cup	coffee	6.58
+h	cup	tableware	6.85
+t	cup	article	2.40
+h	cup	artifact	2.92
+h	cup	object	3.69
+h	cup	entity	2.15
+t	cup	drink	7.25
+t	cup	food	5.00
+t	cup	substance	1.92
+t	cup	liquid	5.90
+h	jaguar	cat	7.42
+h	jaguar	car	7.27
+t	energy	secretary	1.81
+t	secretary	senate	5.06
+t	energy	laboratory	5.09
+t	computer	laboratory	6.78
+t	weapon	secret	6.06
+t	FBI	fingerprint	6.94
+t	FBI	investigation	8.31
+h	investigation	effort	4.59
+t	Mars	water	2.94
+t	Mars	scientist	5.63
+t	news	report	8.16
+m	canyon	landscape	7.53
+t	image	surface	4.56
+t	discovery	space	6.34
+t	water	seepage	6.56
+t	sign	recess	2.38
+t	Wednesday	news	2.22
+S	mile	kilometer	8.66
+t	computer	news	4.47
+t	territory	surface	5.34
+t	atmosphere	landscape	3.69
+t	president	medal	3.00
+t	war	troops	8.13
+h	record	number	6.31
+t	skin	eye	6.22
+S	Japanese	American	6.50
+t	theater	history	3.91
+t	volunteer	motto	2.56
+t	prejudice	recognition	3.00
+t	decoration	valor	5.63
+S	century	year	7.59
+t	century	nation	3.16
+t	delay	racism	1.19
+t	delay	news	3.31
+t	minister	party	6.63
+t	peace	plan	4.75
+t	minority	peace	3.69
+t	attempt	peace	4.25
+t	government	crisis	6.56
+t	deployment	departure	4.25
+t	deployment	withdrawal	5.88
+t	energy	crisis	5.94
+h	announcement	news	7.56
+t	announcement	effort	2.75
+t	stroke	hospital	7.03
+t	disability	death	5.47
+t	victim	emergency	6.47
+t	treatment	recovery	7.91
+t	journal	association	4.97
+h	doctor	personnel	5.00
+t	doctor	liability	5.19
+t	liability	insurance	7.03
+h	school	center	3.44
+t	reason	hypertension	2.31
+t	reason	criterion	5.91
+t	hundred	percent	7.38
+S	Harvard	Yale	8.13
+h	hospital	infrastructure	4.63
+t	death	row	5.25
+t	death	inmate	5.03
+t	lawyer	evidence	6.69
+t	life	death	7.88
+t	life	term	4.50
+t	word	similarity	4.75
+t	board	recommendation	4.47
+t	governor	interview	3.25
+M	OPEC	country	5.63
+t	peace	atmosphere	3.69
+t	peace	insurance	2.94
+t	territory	kilometer	5.28
+h	travel	activity	5.00
+t	competition	price	6.44
+t	consumer	confidence	4.13
+t	consumer	energy	4.75
+t	problem	airport	2.38
+t	car	flight	4.94
+t	credit	card	8.06
+t	credit	information	5.31
+t	hotel	reservation	8.03
+t	grocery	money	5.94
+t	registration	arrangement	6.00
+t	arrangement	accommodation	5.41
+t	month	hotel	1.81
+s	type	kind	8.97
+t	arrival	hotel	6.00
+t	bed	closet	6.72
+t	closet	clothes	8.00
+t	situation	conclusion	4.81
+t	situation	isolation	3.88
+t	impartiality	interest	5.16
+t	direction	combination	2.25
+h	street	place	6.44
+H	street	avenue	8.88
+t	street	block	6.88
+t	street	children	4.94
+t	listing	proximity	2.56
+M	listing	category	6.38
+t	cell	phone	7.81
+t	production	hike	1.75
+t	benchmark	index	4.25
+t	media	trading	3.88
+t	media	gain	2.88
+h	dividend	payment	7.63
+t	dividend	calculation	6.48
+s	calculation	computation	8.44
+t	currency	market	7.50
+t	OPEC	oil	8.59
+t	oil	stock	6.34
+t	announcement	production	3.38
+H	announcement	warning	6.00
+t	profit	warning	3.88
+t	profit	loss	7.63
+S	dollar	yen	7.78
+s	dollar	buck	9.22
+t	dollar	profit	7.38
+t	dollar	loss	6.09
+t	computer	software	8.50
+t	network	hardware	8.31
+h	phone	equipment	7.13
+t	equipment	maker	5.91
+t	luxury	car	6.47
+t	five	month	3.38
+t	report	gain	3.63
+t	investor	earning	7.13
+t	liquid	water	7.89
+t	baseball	season	5.97
+t	game	victory	7.03
+t	game	team	7.69
+M	marathon	sprint	7.47
+t	game	series	6.19
+t	game	defeat	6.97
+t	seven	series	3.56
+t	seafood	sea	7.47
+h	seafood	food	8.34
+H	seafood	lobster	8.70
+h	lobster	food	7.81
+t	lobster	wine	5.70
+t	food	preparation	6.22
+t	video	archive	6.34
+t	start	year	4.06
+t	start	match	4.47
+M	game	round	5.97
+t	boxing	round	7.61
+s	championship	tournament	8.36
+t	fighting	defeating	7.41
+t	line	insurance	2.69
+m	day	summer	3.94
+t	summer	drought	7.16
+t	summer	nature	5.63
+M	day	dawn	7.53
+t	nature	environment	8.31
+t	environment	ecology	8.81
+t	nature	man	6.25
+S	man	woman	8.30
+H	man	governor	5.25
+s	murder	manslaughter	8.53
+t	soap	opera	7.94
+h	opera	performance	6.88
+t	life	lesson	5.94
+t	focus	life	4.06
+t	production	crew	6.25
+t	television	film	7.72
+t	lover	quarrel	6.19
+t	viewer	serial	2.97
+t	possibility	girl	1.94
+t	population	development	3.75
+t	morality	importance	3.31
+t	morality	marriage	3.69
+S	Mexico	Brazil	7.44
+t	gender	equality	6.41
+t	change	attitude	5.44
+t	family	planning	6.25
+t	opera	industry	2.63
+t	sugar	approach	0.88
+t	practice	institution	3.19
+t	ministry	culture	4.69
+t	problem	challenge	6.75
+t	size	prominence	5.31
+M	country	citizen	7.31
+t	planet	people	5.75
+t	development	issue	3.97
+t	experience	music	3.47
+t	music	project	3.63
+S	glass	metal	5.56
+h	aluminum	metal	7.83
+t	chance	credibility	3.88
+t	exhibit	memorabilia	5.31
+t	concert	virtuoso	6.81
+S	rock	jazz	7.59
+S	museum	theater	7.19
+t	observation	architecture	4.38
+t	space	world	6.53
+t	preservation	world	6.19
+t	admission	ticket	7.69
+S	shower	thunderstorm	6.31
+t	shower	flood	6.03
+t	weather	forecast	8.34
+t	disaster	area	6.25
+t	governor	office	6.34
+t	architecture	century	3.78
diff --git a/WordSim353/data/ws353simrel_agirre/wordsim353_annotator2.txt b/WordSim353/data/ws353simrel_agirre/wordsim353_annotator2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..36576bf0e965b661e61e9cd2e2789263a4bb8532
--- /dev/null
+++ b/WordSim353/data/ws353simrel_agirre/wordsim353_annotator2.txt
@@ -0,0 +1,362 @@
+#Word 1	Word 2	Human (mean)
+# i = identical tokens
+# s = synonym (at least in one meaning of each)
+# h = first is hyponym of second (at least in one meaning of each)
+# H = first is hyperonym of second (at least in one meaning of each)
+# S = sibling terms (terms with a common hyperonymy)
+# m = first is part of the second one (at least in one meaning of each)
+# M = second is part of the first one (at least in one meaning of each)
+# t = topically related, but none of the above
+#
+s	love	sex	6.77
+S	tiger	cat	7.35
+i	tiger	tiger	10.00
+t	book	paper	7.46
+M	computer	keyboard	7.62
+t	computer	internet	7.58
+S	plane	car	5.77
+S	train	car	6.31
+t	telephone	communication	7.50
+S	television	radio	6.77
+H	media	radio	7.42
+t	drug	abuse	6.85
+S	bread	butter	6.19
+S	cucumber	potato	5.92
+t	doctor	nurse	7.00
+s	professor	doctor	6.62
+S	student	professor	6.81
+t	smart	student	4.62
+S	smart	stupid	5.81
+t	company	stock	7.08
+s	stock	market	8.08
+t	stock	phone	1.62
+t	stock	CD	1.31
+t	stock	jaguar	0.92
+t	stock	egg	1.81
+t	fertility	egg	6.69
+t	stock	live	3.73
+t	stock	life	0.92
+t	book	library	7.46
+t	bank	money	8.12
+s	wood	forest	7.73
+s	money	cash	9.15
+t	professor	cucumber	0.31
+t	king	cabbage	0.23
+S	king	queen	8.58
+S	king	rook	5.92
+S	bishop	rabbi	6.69
+S	Jerusalem	Israel	8.46
+t	Jerusalem	Palestinian	7.65
+t	holy	sex	1.62
+s	fuck	sex	9.44
+t	Maradona	football	8.62
+s	football	soccer	9.03
+S	football	basketball	6.81
+S	football	tennis	6.63
+t	tennis	racket	7.56
+t	Arafat	peace	6.73
+t	Arafat	terror	7.65
+S	Arafat	Jackson	2.50
+t	law	lawyer	8.38
+t	movie	star	7.38
+t	movie	popcorn	6.19
+t	movie	critic	6.73
+t	movie	theater	7.92
+t	physics	proton	8.12
+S	physics	chemistry	7.35
+t	space	chemistry	4.88
+t	alcohol	chemistry	5.54
+S	vodka	gin	8.46
+S	vodka	brandy	8.13
+t	drink	car	3.04
+t	drink	ear	1.31
+t	drink	mouth	5.96
+S	drink	eat	6.87
+t	baby	mother	7.85
+t	drink	mother	2.65
+s	car	automobile	8.94
+s	gem	jewel	8.96
+s	journey	voyage	9.29
+s	boy	lad	8.83
+s	coast	shore	9.10
+s	asylum	madhouse	8.87
+s	magician	wizard	9.02
+s	midday	noon	9.29
+s	furnace	stove	8.79
+H	food	fruit	7.52
+H	bird	cock	7.10
+H	bird	crane	7.38
+t	tool	implement	6.46
+t	brother	monk	6.27
+t	crane	implement	2.69
+t	lad	brother	4.46
+t	journey	car	5.85
+t	monk	oracle	5.00
+t	cemetery	woodland	2.08
+t	food	rooster	4.42
+t	coast	hill	4.38
+t	forest	graveyard	1.85
+t	shore	woodland	3.08
+t	monk	slave	0.92
+t	coast	forest	3.15
+t	lad	wizard	0.92
+t	chord	smile	0.54
+t	glass	magician	2.08
+t	noon	string	0.54
+t	rooster	voyage	0.62
+H	money	dollar	8.42
+S	money	currency	9.04
+t	money	wealth	8.27
+t	money	property	7.57
+t	money	possession	7.29
+t	money	bank	8.50
+t	money	deposit	7.73
+t	money	withdrawal	6.88
+t	money	laundering	5.65
+t	money	operation	3.31
+S	tiger	jaguar	8.00
+t	tiger	feline	8.00
+h	tiger	carnivore	7.08
+h	tiger	mammal	6.85
+h	tiger	animal	7.00
+h	tiger	organism	4.77
+h	tiger	fauna	5.62
+t	tiger	zoo	5.87
+t	psychology	psychiatry	8.08
+t	psychology	anxiety	7.00
+t	psychology	fear	6.85
+t	psychology	depression	7.42
+t	psychology	clinic	6.58
+t	psychology	doctor	6.42
+t	psychology	Freud	8.21
+t	psychology	mind	7.69
+t	psychology	health	7.23
+t	psychology	science	6.71
+h	psychology	discipline	5.58
+t	psychology	cognition	7.48
+S	planet	star	8.45
+t	planet	constellation	8.06
+S	planet	moon	8.08
+S	planet	sun	8.02
+m	planet	galaxy	8.11
+m	planet	space	7.92
+t	planet	astronomer	7.94
+t	precedent	example	5.85
+t	precedent	information	3.85
+t	precedent	cognition	2.81
+t	precedent	law	6.65
+t	precedent	collection	2.50
+t	precedent	group	1.77
+S	precedent	antecedent	6.04
+t	cup	coffee	6.58
+t	cup	tableware	6.85
+t	cup	article	2.40
+h	cup	artifact	2.92
+h	cup	object	3.69
+h	cup	entity	2.15
+t	cup	drink	7.25
+t	cup	food	5.00
+t	cup	substance	1.92
+t	cup	liquid	5.90
+h	jaguar	cat	7.42
+h	jaguar	car	7.27
+t	energy	secretary	1.81
+t	secretary	senate	5.06
+t	energy	laboratory	5.09
+t	computer	laboratory	6.78
+t	weapon	secret	6.06
+t	FBI	fingerprint	6.94
+t	FBI	investigation	8.31
+s	investigation	effort	4.59
+t	Mars	water	2.94
+t	Mars	scientist	5.63
+s	news	report	8.16
+h	canyon	landscape	7.53
+t	image	surface	4.56
+t	discovery	space	6.34
+t	water	seepage	6.56
+t	sign	recess	2.38
+t	Wednesday	news	2.22
+S	mile	kilometer	8.66
+t	computer	news	4.47
+t	territory	surface	5.34
+t	atmosphere	landscape	3.69
+t	president	medal	3.00
+t	war	troops	8.13
+t	record	number	6.31
+S	skin	eye	6.22
+S	Japanese	American	6.50
+t	theater	history	3.91
+t	volunteer	motto	2.56
+t	prejudice	recognition	3.00
+t	decoration	valor	5.63
+S	century	year	7.59
+t	century	nation	3.16
+t	delay	racism	1.19
+t	delay	news	3.31
+t	minister	party	6.63
+t	peace	plan	4.75
+t	minority	peace	3.69
+t	attempt	peace	4.25
+t	government	crisis	6.56
+t	deployment	departure	4.25
+t	deployment	withdrawal	5.88
+t	energy	crisis	5.94
+s	announcement	news	7.56
+t	announcement	effort	2.75
+t	stroke	hospital	7.03
+t	disability	death	5.47
+t	victim	emergency	6.47
+t	treatment	recovery	7.91
+t	journal	association	4.97
+t	doctor	personnel	5.00
+t	doctor	liability	5.19
+t	liability	insurance	7.03
+t	school	center	3.44
+t	reason	hypertension	2.31
+t	reason	criterion	5.91
+t	hundred	percent	7.38
+S	Harvard	Yale	8.13
+h	hospital	infrastructure	4.63
+t	death	row	5.25
+t	death	inmate	5.03
+t	lawyer	evidence	6.69
+S	life	death	7.88
+t	life	term	4.50
+t	word	similarity	4.75
+t	board	recommendation	4.47
+t	governor	interview	3.25
+t	OPEC	country	5.63
+t	peace	atmosphere	3.69
+t	peace	insurance	2.94
+S	territory	kilometer	5.28
+h	travel	activity	5.00
+t	competition	price	6.44
+t	consumer	confidence	4.13
+t	consumer	energy	4.75
+t	problem	airport	2.38
+t	car	flight	4.94
+t	credit	card	8.06
+t	credit	information	5.31
+t	hotel	reservation	8.03
+t	grocery	money	5.94
+s	registration	arrangement	6.00
+t	arrangement	accommodation	5.41
+t	month	hotel	1.81
+s	type	kind	8.97
+t	arrival	hotel	6.00
+t	bed	closet	6.72
+t	closet	clothes	8.00
+t	situation	conclusion	4.81
+t	situation	isolation	3.88
+t	impartiality	interest	5.16
+t	direction	combination	2.25
+h	street	place	6.44
+s	street	avenue	8.88
+S	street	block	6.88
+t	street	children	4.94
+t	listing	proximity	2.56
+t	listing	category	6.38
+s	cell	phone	7.81
+t	production	hike	1.75
+t	benchmark	index	4.25
+t	media	trading	3.88
+t	media	gain	2.88
+s	dividend	payment	7.63
+t	dividend	calculation	6.48
+s	calculation	computation	8.44
+t	currency	market	7.50
+t	OPEC	oil	8.59
+t	oil	stock	6.34
+t	announcement	production	3.38
+t	announcement	warning	6.00
+t	profit	warning	3.88
+S	profit	loss	7.63
+S	dollar	yen	7.78
+s	dollar	buck	9.22
+t	dollar	profit	7.38
+t	dollar	loss	6.09
+M	computer	software	8.50
+S	network	hardware	8.31
+h	phone	equipment	7.13
+H	equipment	maker	5.91
+t	luxury	car	6.47
+t	five	month	3.38
+t	report	gain	3.63
+t	investor	earning	7.13
+H	liquid	water	7.89
+t	baseball	season	5.97
+t	game	victory	7.03
+t	game	team	7.69
+S	marathon	sprint	7.47
+t	game	series	6.19
+t	game	defeat	6.97
+t	seven	series	3.56
+t	seafood	sea	7.47
+h	seafood	food	8.34
+H	seafood	lobster	8.70
+h	lobster	food	7.81
+S	lobster	wine	5.70
+t	food	preparation	6.22
+t	video	archive	6.34
+t	start	year	4.06
+t	start	match	4.47
+t	game	round	5.97
+t	boxing	round	7.61
+s	championship	tournament	8.36
+t	fighting	defeating	7.41
+t	line	insurance	2.69
+t	day	summer	3.94
+t	summer	drought	7.16
+t	summer	nature	5.63
+t	day	dawn	7.53
+s	nature	environment	8.31
+t	environment	ecology	8.81
+t	nature	man	6.25
+S	man	woman	8.30
+t	man	governor	5.25
+s	murder	manslaughter	8.53
+t	soap	opera	7.94
+h	opera	performance	6.88
+t	life	lesson	5.94
+t	focus	life	4.06
+t	production	crew	6.25
+t	television	film	7.72
+t	lover	quarrel	6.19
+t	viewer	serial	2.97
+t	possibility	girl	1.94
+t	population	development	3.75
+t	morality	importance	3.31
+t	morality	marriage	3.69
+S	Mexico	Brazil	7.44
+t	gender	equality	6.41
+t	change	attitude	5.44
+t	family	planning	6.25
+t	opera	industry	2.63
+t	sugar	approach	0.88
+t	practice	institution	3.19
+t	ministry	culture	4.69
+t	problem	challenge	6.75
+t	size	prominence	5.31
+m	country	citizen	7.31
+m	planet	people	5.75
+t	development	issue	3.97
+t	experience	music	3.47
+t	music	project	3.63
+S	glass	metal	5.56
+h	aluminum	metal	7.83
+t	chance	credibility	3.88
+t	exhibit	memorabilia	5.31
+t	concert	virtuoso	6.81
+S	rock	jazz	7.59
+S	museum	theater	7.19
+t	observation	architecture	4.38
+t	space	world	6.53
+t	preservation	world	6.19
+t	admission	ticket	7.69
+S	shower	thunderstorm	6.31
+t	shower	flood	6.03
+t	weather	forecast	8.34
+t	disaster	area	6.25
+t	governor	office	6.34
+t	architecture	century	3.78
diff --git a/WordSim353/data/ws353simrel_agirre/wordsim_relatedness_goldstandard.txt b/WordSim353/data/ws353simrel_agirre/wordsim_relatedness_goldstandard.txt
new file mode 100644
index 0000000000000000000000000000000000000000..778bdc231602d330152502e6e742c5e9d9726f21
--- /dev/null
+++ b/WordSim353/data/ws353simrel_agirre/wordsim_relatedness_goldstandard.txt
@@ -0,0 +1,252 @@
+computer	keyboard	7.62
+Jerusalem	Israel	8.46
+planet	galaxy	8.11
+canyon	landscape	7.53
+OPEC	country	5.63
+day	summer	3.94
+day	dawn	7.53
+country	citizen	7.31
+planet	people	5.75
+environment	ecology	8.81
+Maradona	football	8.62
+OPEC	oil	8.59
+money	bank	8.50
+computer	software	8.50
+law	lawyer	8.38
+weather	forecast	8.34
+network	hardware	8.31
+nature	environment	8.31
+FBI	investigation	8.31
+money	wealth	8.27
+psychology	Freud	8.21
+news	report	8.16
+war	troops	8.13
+physics	proton	8.12
+bank	money	8.12
+stock	market	8.08
+planet	constellation	8.06
+credit	card	8.06
+hotel	reservation	8.03
+closet	clothes	8.00
+soap	opera	7.94
+planet	astronomer	7.94
+planet	space	7.92
+movie	theater	7.92
+treatment	recovery	7.91
+baby	mother	7.85
+money	deposit	7.73
+television	film	7.72
+psychology	mind	7.69
+game	team	7.69
+admission	ticket	7.69
+Jerusalem	Palestinian	7.65
+Arafat	terror	7.65
+boxing	round	7.61
+computer	internet	7.58
+money	property	7.57
+tennis	racket	7.56
+telephone	communication	7.50
+currency	market	7.50
+psychology	cognition	7.48
+seafood	sea	7.47
+book	paper	7.46
+book	library	7.46
+psychology	depression	7.42
+fighting	defeating	7.41
+movie	star	7.38
+hundred	percent	7.38
+dollar	profit	7.38
+money	possession	7.29
+cup	drink	7.25
+psychology	health	7.23
+summer	drought	7.16
+investor	earning	7.13
+company	stock	7.08
+stroke	hospital	7.03
+liability	insurance	7.03
+game	victory	7.03
+psychology	anxiety	7.00
+game	defeat	6.97
+FBI	fingerprint	6.94
+money	withdrawal	6.88
+psychology	fear	6.85
+drug	abuse	6.85
+concert	virtuoso	6.81
+computer	laboratory	6.78
+love	sex	6.77
+problem	challenge	6.75
+movie	critic	6.73
+Arafat	peace	6.73
+bed	closet	6.72
+lawyer	evidence	6.69
+fertility	egg	6.69
+precedent	law	6.65
+minister	party	6.63
+psychology	clinic	6.58
+cup	coffee	6.58
+water	seepage	6.56
+government	crisis	6.56
+space	world	6.53
+dividend	calculation	6.48
+victim	emergency	6.47
+luxury	car	6.47
+tool	implement	6.46
+competition	price	6.44
+psychology	doctor	6.42
+gender	equality	6.41
+listing	category	6.38
+video	archive	6.34
+oil	stock	6.34
+governor	office	6.34
+discovery	space	6.34
+record	number	6.31
+brother	monk	6.27
+production	crew	6.25
+nature	man	6.25
+family	planning	6.25
+disaster	area	6.25
+food	preparation	6.22
+preservation	world	6.19
+movie	popcorn	6.19
+lover	quarrel	6.19
+game	series	6.19
+dollar	loss	6.09
+weapon	secret	6.06
+shower	flood	6.03
+registration	arrangement	6.00
+arrival	hotel	6.00
+announcement	warning	6.00
+game	round	5.97
+baseball	season	5.97
+drink	mouth	5.96
+life	lesson	5.94
+grocery	money	5.94
+energy	crisis	5.94
+reason	criterion	5.91
+equipment	maker	5.91
+cup	liquid	5.90
+deployment	withdrawal	5.88
+tiger	zoo	5.87
+journey	car	5.85
+money	laundering	5.65
+summer	nature	5.63
+decoration	valor	5.63
+Mars	scientist	5.63
+alcohol	chemistry	5.54
+disability	death	5.47
+change	attitude	5.44
+arrangement	accommodation	5.41
+territory	surface	5.34
+size	prominence	5.31
+exhibit	memorabilia	5.31
+credit	information	5.31
+territory	kilometer	5.28
+death	row	5.25
+doctor	liability	5.19
+impartiality	interest	5.16
+energy	laboratory	5.09
+secretary	senate	5.06
+death	inmate	5.03
+monk	oracle	5.00
+cup	food	5.00
+journal	association	4.97
+street	children	4.94
+car	flight	4.94
+space	chemistry	4.88
+situation	conclusion	4.81
+word	similarity	4.75
+peace	plan	4.75
+consumer	energy	4.75
+ministry	culture	4.69
+smart	student	4.62
+investigation	effort	4.59
+image	surface	4.56
+life	term	4.50
+start	match	4.47
+computer	news	4.47
+board	recommendation	4.47
+lad	brother	4.46
+observation	architecture	4.38
+coast	hill	4.38
+deployment	departure	4.25
+benchmark	index	4.25
+attempt	peace	4.25
+consumer	confidence	4.13
+start	year	4.06
+focus	life	4.06
+development	issue	3.97
+theater	history	3.91
+situation	isolation	3.88
+profit	warning	3.88
+media	trading	3.88
+chance	credibility	3.88
+precedent	information	3.85
+architecture	century	3.78
+population	development	3.75
+stock	live	3.73
+peace	atmosphere	3.69
+morality	marriage	3.69
+minority	peace	3.69
+atmosphere	landscape	3.69
+report	gain	3.63
+music	project	3.63
+seven	series	3.56
+experience	music	3.47
+school	center	3.44
+five	month	3.38
+announcement	production	3.38
+morality	importance	3.31
+money	operation	3.31
+delay	news	3.31
+governor	interview	3.25
+practice	institution	3.19
+century	nation	3.16
+coast	forest	3.15
+shore	woodland	3.08
+drink	car	3.04
+president	medal	3.00
+prejudice	recognition	3.00
+viewer	serial	2.97
+peace	insurance	2.94
+Mars	water	2.94
+media	gain	2.88
+precedent	cognition	2.81
+announcement	effort	2.75
+line	insurance	2.69
+crane	implement	2.69
+drink	mother	2.65
+opera	industry	2.63
+volunteer	motto	2.56
+listing	proximity	2.56
+precedent	collection	2.50
+cup	article	2.40
+sign	recess	2.38
+problem	airport	2.38
+reason	hypertension	2.31
+direction	combination	2.25
+Wednesday	news	2.22
+glass	magician	2.08
+cemetery	woodland	2.08
+possibility	girl	1.94
+cup	substance	1.92
+forest	graveyard	1.85
+stock	egg	1.81
+month	hotel	1.81
+energy	secretary	1.81
+precedent	group	1.77
+production	hike	1.75
+stock	phone	1.62
+holy	sex	1.62
+stock	CD	1.31
+drink	ear	1.31
+delay	racism	1.19
+stock	life	0.92
+stock	jaguar	0.92
+monk	slave	0.92
+lad	wizard	0.92
+sugar	approach	0.88
+rooster	voyage	0.62
+noon	string	0.54
+chord	smile	0.54
+professor	cucumber	0.31
+king	cabbage	0.23
diff --git a/WordSim353/data/ws353simrel_agirre/wordsim_similarity_goldstandard.txt b/WordSim353/data/ws353simrel_agirre/wordsim_similarity_goldstandard.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4a94658e25b38362fabacf8ba181e798bd2deb2b
--- /dev/null
+++ b/WordSim353/data/ws353simrel_agirre/wordsim_similarity_goldstandard.txt
@@ -0,0 +1,203 @@
+tiger	cat	7.35
+tiger	tiger	10.00
+plane	car	5.77
+train	car	6.31
+television	radio	6.77
+media	radio	7.42
+bread	butter	6.19
+cucumber	potato	5.92
+doctor	nurse	7.00
+professor	doctor	6.62
+student	professor	6.81
+smart	stupid	5.81
+wood	forest	7.73
+money	cash	9.15
+king	queen	8.58
+king	rook	5.92
+bishop	rabbi	6.69
+fuck	sex	9.44
+football	soccer	9.03
+football	basketball	6.81
+football	tennis	6.63
+Arafat	Jackson	2.50
+physics	chemistry	7.35
+vodka	gin	8.46
+vodka	brandy	8.13
+drink	eat	6.87
+car	automobile	8.94
+gem	jewel	8.96
+journey	voyage	9.29
+boy	lad	8.83
+coast	shore	9.10
+asylum	madhouse	8.87
+magician	wizard	9.02
+midday	noon	9.29
+furnace	stove	8.79
+food	fruit	7.52
+bird	cock	7.10
+bird	crane	7.38
+food	rooster	4.42
+money	dollar	8.42
+money	currency	9.04
+tiger	jaguar	8.00
+tiger	feline	8.00
+tiger	carnivore	7.08
+tiger	mammal	6.85
+tiger	animal	7.00
+tiger	organism	4.77
+tiger	fauna	5.62
+psychology	psychiatry	8.08
+psychology	science	6.71
+psychology	discipline	5.58
+planet	star	8.45
+planet	moon	8.08
+planet	sun	8.02
+precedent	example	5.85
+precedent	antecedent	6.04
+cup	tableware	6.85
+cup	artifact	2.92
+cup	object	3.69
+cup	entity	2.15
+jaguar	cat	7.42
+jaguar	car	7.27
+mile	kilometer	8.66
+skin	eye	6.22
+Japanese	American	6.50
+century	year	7.59
+announcement	news	7.56
+doctor	personnel	5.00
+Harvard	Yale	8.13
+hospital	infrastructure	4.63
+life	death	7.88
+travel	activity	5.00
+type	kind	8.97
+street	place	6.44
+street	avenue	8.88
+street	block	6.88
+cell	phone	7.81
+dividend	payment	7.63
+calculation	computation	8.44
+profit	loss	7.63
+dollar	yen	7.78
+dollar	buck	9.22
+phone	equipment	7.13
+liquid	water	7.89
+marathon	sprint	7.47
+seafood	food	8.34
+seafood	lobster	8.70
+lobster	food	7.81
+lobster	wine	5.70
+championship	tournament	8.36
+man	woman	8.30
+man	governor	5.25
+murder	manslaughter	8.53
+opera	performance	6.88
+Mexico	Brazil	7.44
+glass	metal	5.56
+aluminum	metal	7.83
+rock	jazz	7.59
+museum	theater	7.19
+shower	thunderstorm	6.31
+monk	oracle	5.00
+cup	food	5.00
+journal	association	4.97
+street	children	4.94
+car	flight	4.94
+space	chemistry	4.88
+situation	conclusion	4.81
+word	similarity	4.75
+peace	plan	4.75
+consumer	energy	4.75
+ministry	culture	4.69
+smart	student	4.62
+investigation	effort	4.59
+image	surface	4.56
+life	term	4.50
+start	match	4.47
+computer	news	4.47
+board	recommendation	4.47
+lad	brother	4.46
+observation	architecture	4.38
+coast	hill	4.38
+deployment	departure	4.25
+benchmark	index	4.25
+attempt	peace	4.25
+consumer	confidence	4.13
+start	year	4.06
+focus	life	4.06
+development	issue	3.97
+theater	history	3.91
+situation	isolation	3.88
+profit	warning	3.88
+media	trading	3.88
+chance	credibility	3.88
+precedent	information	3.85
+architecture	century	3.78
+population	development	3.75
+stock	live	3.73
+peace	atmosphere	3.69
+morality	marriage	3.69
+minority	peace	3.69
+atmosphere	landscape	3.69
+report	gain	3.63
+music	project	3.63
+seven	series	3.56
+experience	music	3.47
+school	center	3.44
+five	month	3.38
+announcement	production	3.38
+morality	importance	3.31
+money	operation	3.31
+delay	news	3.31
+governor	interview	3.25
+practice	institution	3.19
+century	nation	3.16
+coast	forest	3.15
+shore	woodland	3.08
+drink	car	3.04
+president	medal	3.00
+prejudice	recognition	3.00
+viewer	serial	2.97
+peace	insurance	2.94
+Mars	water	2.94
+media	gain	2.88
+precedent	cognition	2.81
+announcement	effort	2.75
+line	insurance	2.69
+crane	implement	2.69
+drink	mother	2.65
+opera	industry	2.63
+volunteer	motto	2.56
+listing	proximity	2.56
+precedent	collection	2.50
+cup	article	2.40
+sign	recess	2.38
+problem	airport	2.38
+reason	hypertension	2.31
+direction	combination	2.25
+Wednesday	news	2.22
+glass	magician	2.08
+cemetery	woodland	2.08
+possibility	girl	1.94
+cup	substance	1.92
+forest	graveyard	1.85
+stock	egg	1.81
+month	hotel	1.81
+energy	secretary	1.81
+precedent	group	1.77
+production	hike	1.75
+stock	phone	1.62
+holy	sex	1.62
+stock	CD	1.31
+drink	ear	1.31
+delay	racism	1.19
+stock	life	0.92
+stock	jaguar	0.92
+monk	slave	0.92
+lad	wizard	0.92
+sugar	approach	0.88
+rooster	voyage	0.62
+noon	string	0.54
+chord	smile	0.54
+professor	cucumber	0.31
+king	cabbage	0.23
diff --git a/WordSim353/data/ws353simrel_agirre/wordsim_similarity_goldstandard_353.txt b/WordSim353/data/ws353simrel_agirre/wordsim_similarity_goldstandard_353.txt
new file mode 100644
index 0000000000000000000000000000000000000000..937209a4c61884a056beb3c49ddd33ad62de6dbe
--- /dev/null
+++ b/WordSim353/data/ws353simrel_agirre/wordsim_similarity_goldstandard_353.txt
@@ -0,0 +1,204 @@
+tiger	cat	7.35
+tiger	tiger	10.00
+plane	car	5.77
+train	car	6.31
+television	radio	6.77
+media	radio	7.42
+bread	butter	6.19
+cucumber	potato	5.92
+doctor	nurse	7.00
+professor	doctor	6.62
+student	professor	6.81
+smart	stupid	5.81
+wood	forest	7.73
+money	cash	9.15
+money	cash	9.08
+king	queen	8.58
+king	rook	5.92
+bishop	rabbi	6.69
+fuck	sex	9.44
+football	soccer	9.03
+football	basketball	6.81
+football	tennis	6.63
+Arafat	Jackson	2.50
+physics	chemistry	7.35
+vodka	gin	8.46
+vodka	brandy	8.13
+drink	eat	6.87
+car	automobile	8.94
+gem	jewel	8.96
+journey	voyage	9.29
+boy	lad	8.83
+coast	shore	9.10
+asylum	madhouse	8.87
+magician	wizard	9.02
+midday	noon	9.29
+furnace	stove	8.79
+food	fruit	7.52
+bird	cock	7.10
+bird	crane	7.38
+food	rooster	4.42
+money	dollar	8.42
+money	currency	9.04
+tiger	jaguar	8.00
+tiger	feline	8.00
+tiger	carnivore	7.08
+tiger	mammal	6.85
+tiger	animal	7.00
+tiger	organism	4.77
+tiger	fauna	5.62
+psychology	psychiatry	8.08
+psychology	science	6.71
+psychology	discipline	5.58
+planet	star	8.45
+planet	moon	8.08
+planet	sun	8.02
+precedent	example	5.85
+precedent	antecedent	6.04
+cup	tableware	6.85
+cup	artifact	2.92
+cup	object	3.69
+cup	entity	2.15
+jaguar	cat	7.42
+jaguar	car	7.27
+mile	kilometer	8.66
+skin	eye	6.22
+Japanese	American	6.50
+century	year	7.59
+announcement	news	7.56
+doctor	personnel	5.00
+Harvard	Yale	8.13
+hospital	infrastructure	4.63
+life	death	7.88
+travel	activity	5.00
+type	kind	8.97
+street	place	6.44
+street	avenue	8.88
+street	block	6.88
+cell	phone	7.81
+dividend	payment	7.63
+calculation	computation	8.44
+profit	loss	7.63
+dollar	yen	7.78
+dollar	buck	9.22
+phone	equipment	7.13
+liquid	water	7.89
+marathon	sprint	7.47
+seafood	food	8.34
+seafood	lobster	8.70
+lobster	food	7.81
+lobster	wine	5.70
+championship	tournament	8.36
+man	woman	8.30
+man	governor	5.25
+murder	manslaughter	8.53
+opera	performance	6.88
+Mexico	Brazil	7.44
+glass	metal	5.56
+aluminum	metal	7.83
+rock	jazz	7.59
+museum	theater	7.19
+shower	thunderstorm	6.31
+monk	oracle	5.00
+cup	food	5.00
+journal	association	4.97
+street	children	4.94
+car	flight	4.94
+space	chemistry	4.88
+situation	conclusion	4.81
+word	similarity	4.75
+peace	plan	4.75
+consumer	energy	4.75
+ministry	culture	4.69
+smart	student	4.62
+investigation	effort	4.59
+image	surface	4.56
+life	term	4.50
+start	match	4.47
+computer	news	4.47
+board	recommendation	4.47
+lad	brother	4.46
+observation	architecture	4.38
+coast	hill	4.38
+deployment	departure	4.25
+benchmark	index	4.25
+attempt	peace	4.25
+consumer	confidence	4.13
+start	year	4.06
+focus	life	4.06
+development	issue	3.97
+theater	history	3.91
+situation	isolation	3.88
+profit	warning	3.88
+media	trading	3.88
+chance	credibility	3.88
+precedent	information	3.85
+architecture	century	3.78
+population	development	3.75
+stock	live	3.73
+peace	atmosphere	3.69
+morality	marriage	3.69
+minority	peace	3.69
+atmosphere	landscape	3.69
+report	gain	3.63
+music	project	3.63
+seven	series	3.56
+experience	music	3.47
+school	center	3.44
+five	month	3.38
+announcement	production	3.38
+morality	importance	3.31
+money	operation	3.31
+delay	news	3.31
+governor	interview	3.25
+practice	institution	3.19
+century	nation	3.16
+coast	forest	3.15
+shore	woodland	3.08
+drink	car	3.04
+president	medal	3.00
+prejudice	recognition	3.00
+viewer	serial	2.97
+peace	insurance	2.94
+Mars	water	2.94
+media	gain	2.88
+precedent	cognition	2.81
+announcement	effort	2.75
+line	insurance	2.69
+crane	implement	2.69
+drink	mother	2.65
+opera	industry	2.63
+volunteer	motto	2.56
+listing	proximity	2.56
+precedent	collection	2.50
+cup	article	2.40
+sign	recess	2.38
+problem	airport	2.38
+reason	hypertension	2.31
+direction	combination	2.25
+Wednesday	news	2.22
+glass	magician	2.08
+cemetery	woodland	2.08
+possibility	girl	1.94
+cup	substance	1.92
+forest	graveyard	1.85
+stock	egg	1.81
+month	hotel	1.81
+energy	secretary	1.81
+precedent	group	1.77
+production	hike	1.75
+stock	phone	1.62
+holy	sex	1.62
+stock	CD	1.31
+drink	ear	1.31
+delay	racism	1.19
+stock	life	0.92
+stock	jaguar	0.92
+monk	slave	0.92
+lad	wizard	0.92
+sugar	approach	0.88
+rooster	voyage	0.62
+noon	string	0.54
+chord	smile	0.54
+professor	cucumber	0.31
+king	cabbage	0.23
diff --git a/WordSim353/evaluate.py b/WordSim353/evaluate.py
new file mode 100644
index 0000000000000000000000000000000000000000..bef00b7dc3539870b91f7f7891ad89a5a5985b6b
--- /dev/null
+++ b/WordSim353/evaluate.py
@@ -0,0 +1,173 @@
+"""
+WordSim-353 score calculation for a given pair of embeddings.
+Example usage: python evaluate.py --version gur350 --vector_location /path/to/vec
+"""
+import argparse
+import pandas as pd
+from gensim.models import KeyedVectors
+from scipy.stats import spearmanr
+from scipy.spatial.distance import cosine
+
+def load_word_lists(version: str):
+    """Loads word pair scores as annotated by humans and published.
+    Different versions:
+    - english = original scores spit into relatedness and similarity
+    - english_complete = same as english, but includes the duplicate money-cash
+      entry, which the authors of the rel/sim split removed
+    - english_multilingual = excludes three hard to transalte pairs and has
+      has new scores, annotated in same study as other translated data
+    - german = translated word pairs, annotated in same study as english_multilingual
+    - german = different version, annotated by Gurevych et al. 2005, 350 pairs"""
+    
+    if version == "english":
+        file_path_rel = "/home/students/reichelt/ba/bias-mitigation-ba/WordSim353/data/ws353simrel_agirre/wordsim_relatedness_goldstandard.txt"
+        file_path_sim = "/home/students/reichelt/ba/bias-mitigation-ba/WordSim353/data/ws353simrel_agirre/wordsim_similarity_goldstandard.txt"
+        correct_length = 352  # excludes the duplicate entry money-cash
+        header = None
+    elif version == "english_complete":
+        file_path_rel = "data/ws353simrel_agirre/wordsim_relatedness_goldstandard.txt"
+        file_path_sim = "data/ws353simrel_agirre/wordsim_similarity_goldstandard_353.txt"
+        correct_length = 353  # money-cash 9.08 added to similarity
+        header = None
+    elif version == "english_multilingual":
+        file_path_rel = "data/multilingual_leviant_reichhart/wordsim353-english-rel.txt"
+        file_path_sim = "data/multilingual_leviant_reichhart/wordsim353-english-sim.txt"
+        correct_length = 350  # excludes some non-translatable entries
+        header = 0  # meaning file has a header in first line
+    elif version == "german":
+        file_path_rel = "data/multilingual_leviant_reichhart/wordsim353-german-rel.txt"
+        file_path_sim = "data/multilingual_leviant_reichhart/wordsim353-german-sim.txt"
+        correct_length = 350
+        header = 0
+    elif version == "gur350":
+        file_path_rel = "data/german_gurevych_zesch/gur_350.tsv"  # only combined available
+        file_path_sim = "data/german_gurevych_zesch/gur_350.tsv"  # only combined available
+        correct_length = 350
+        header = 0
+    elif version == "gur283":
+        file_path_rel = "data/german_gurevych_zesch/gur_350_reduced.tsv"  # only combined available
+        file_path_sim = "data/german_gurevych_zesch/gur_350_reduced.tsv"  # only combined available
+        correct_length = 283
+        header = 0
+    else:
+        raise ValueError("invalid language/word lists specified")
+    
+    rel_df = pd.read_csv(file_path_rel,
+                            encoding="utf-8", header=header, sep="\t", usecols=[0,1,2],
+                            names=["Word 1", "Word 2", "Human Relatedness"])
+    sim_df = pd.read_csv(file_path_sim,
+                         encoding="utf-8", sep="\t", header=header, usecols=[0,1,2],
+                         names=["Word 1", "Word 2", "Human Similarity"])
+
+    # Split into similarity and relatedness doesn't change scores, so
+    # the tables can be combined back into one for easier computation later on
+    merged_df = sim_df.merge(rel_df, on=["Word 1", "Word 2"], how="outer")
+    merged_df["Combined Human Score"] = merged_df["Human Similarity"].fillna(
+        merged_df["Human Relatedness"])
+
+    # Check data
+    # Combined Score should be filled everywhere
+    assert merged_df['Combined Human Score'].notna().all()
+
+    # Sim and Rel should have same values where both are filled
+    assert merged_df[(merged_df['Human Similarity'].notna()) 
+                     & (merged_df['Human Relatedness'].notna())]['Human Similarity'].equals(
+                     merged_df[(merged_df['Human Similarity'].notna()) 
+                     & (merged_df['Human Relatedness'].notna())]['Human Relatedness'])
+    
+    # There should be 353 rows
+    assert len(merged_df) == correct_length
+
+    return merged_df
+
+
+def calculate_wordsim_score(word_pair_scores: pd.DataFrame, file_path: str) -> dict:
+    """Loads word vectors, calculates cosine similiarity scores for word pairs
+    and compares with human scores using Spearman Rank Correlation"""
+    
+    # Load word vectors
+    if "fasttext" in file_path:
+        #model = FastText.load_fasttext_format(file_path)
+        #model.init_sims(replace=True)
+        model = KeyedVectors.load_word2vec_format(file_path, binary=False)
+        model.init_sims(replace=True)
+    elif file_path[-4:] == ".bin":
+        model = KeyedVectors.load_word2vec_format(file_path, binary=True)
+        model.init_sims(replace=True)
+    else:
+        model = KeyedVectors.load_word2vec_format(file_path, binary=False)
+        model.init_sims(replace=True)
+
+    # Calculate embedding similarites and add to df as new column
+    def calculate_embedding_similarity(row):
+        word_1 = row["Word 1"].lower()
+        word_2 = row["Word 2"].lower()
+
+        if word_1 in model:
+            embd_1 = model[word_1]
+        elif repr(word_1.encode("utf-8")) in model:
+            embd_1 = model[repr(word_1.encode("utf-8"))]  # deepset models have weird format
+        else:
+            print(f"{word_1} not in vocab. returning similarity 0.")
+            return 0.0
+        
+        if word_2 in model:
+            embd_2 = model[word_2]
+        elif repr(word_2.encode("utf-8")) in model:
+            embd_2 = model[repr(word_2.encode("utf-8"))]
+        else:
+            print(f"{word_2} not in vocab. returning similarity 0.")
+            return 0.0
+
+        return 1 - cosine(embd_1, embd_2)  # scipy implements cosine distance not similarity
+
+
+    word_pair_scores["Embedding Score"] = word_pair_scores.apply(
+        calculate_embedding_similarity, axis=1)
+
+    # Calculate correlations
+    combined_rho, combined_p = spearmanr(
+        word_pair_scores["Combined Human Score"], word_pair_scores["Embedding Score"],
+        nan_policy="raise"
+    )
+
+    sim_rows = word_pair_scores.dropna(subset=['Human Similarity', 'Embedding Score'])
+    rel_rows = word_pair_scores.dropna(subset=['Human Relatedness', 'Embedding Score'])
+
+    sim_rho, sim_p = spearmanr(
+        sim_rows["Human Similarity"], sim_rows["Embedding Score"], nan_policy="raise"
+    )
+    rel_rho, rel_p = spearmanr(
+        rel_rows["Human Relatedness"], rel_rows["Embedding Score"], nan_policy="raise"
+    )
+
+    # For easier access later on
+    results = {
+        "sim_rho": sim_rho, "sim_p": sim_p, "rel_rho": rel_rho,
+        "rel_p": rel_p, "combined_rho": combined_rho, "combined_p": combined_p
+        }
+
+    return results
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(
+        description="Calculate wordsim353 score for given language and vectors")
+    parser.add_argument("--version", default="english",
+                        help="'english', 'english_complete', 'english_multilingual', 'german', 'gur350'")
+    parser.add_argument("--vector_location", help="specify a file path to embeddings")
+    args = parser.parse_args()
+
+    print("Loading data ...")
+    data = load_word_lists(args.version)
+    print("Loading successful. Calculating score ...")
+    scores = calculate_wordsim_score(data, args.vector_location)
+    output = (
+        "-----------------------------\n"
+        f"WordSim-353 scores (Spearman's rank correlation) for '{args.version}' word lists and embeddings from {args.vector_location}:\n"
+        f"Similarity: {scores['sim_rho']:.4f} with p-value {scores['sim_p']:.5f}\n"
+        f"Relatedness: {scores['rel_rho']:.4f} with p-value {scores['rel_p']:.5f}\n"
+        f"Combined: {scores['combined_rho']:.4f} with p-value {scores['combined_p']:.5f}\n"
+        "-----------------------------"
+    )
+    print(output)
diff --git a/WordSim353/run_evaluate.sh b/WordSim353/run_evaluate.sh
new file mode 100644
index 0000000000000000000000000000000000000000..6417010a9a74c4e21bb626d69b1b8270ebf8bf04
--- /dev/null
+++ b/WordSim353/run_evaluate.sh
@@ -0,0 +1,15 @@
+#!/bin/bash
+#
+#SBATCH --job-name=wordsim
+#SBATCH --output=run_evaluate_output.txt
+#SBATCH --mem=10G
+#SBATCH --partition=compute
+#SBATCH --cpus-per-task=4
+#SBATCH --mail-user=reichelt@cl.uni-heidelberg.de
+#SBATCH --mail-type=ALL
+#SBATCH --time=1-00:00:00
+
+# JOB STEPS
+source /home/students/reichelt/ba/bias-mitigation-ba/bias-venv/bin/activate
+srun python /home/students/reichelt/ba/bias-mitigation-ba/WordSim353/evaluate.py --version gur283 --vector_location /home/students/reichelt/ba/bias-mitigation-ba/data/embeddings/glove/dd-glove/glove_dd_polish.txt
+srun python /home/students/reichelt/ba/bias-mitigation-ba/WordSim353/evaluate.py --version gur283 --vector_location /home/students/reichelt/ba/bias-mitigation-ba/data/embeddings/glove/dd-glove/glove_dd_italian.txt
\ No newline at end of file
diff --git a/WordSim353/run_evaluate_output.txt b/WordSim353/run_evaluate_output.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4334a5418123bf1175c57fbd0519fac3957f77b6
--- /dev/null
+++ b/WordSim353/run_evaluate_output.txt
@@ -0,0 +1,24 @@
+Loading data ...
+Loading successful. Calculating score ...
+stellenanzeige not in vocab. returning similarity 0.
+stellenanzeige not in vocab. returning similarity 0.
+-----------------------------
+WordSim-353 scores (Spearman's rank correlation) for 'gur283' word lists and embeddings from /home/students/reichelt/ba/bias-mitigation-ba/data/embeddings/glove/dd-glove/glove_dd_polish.txt:
+Similarity: 0.5806 with p-value 0.00000
+Relatedness: 0.5806 with p-value 0.00000
+Combined: 0.5806 with p-value 0.00000
+-----------------------------
+/home/students/reichelt/ba/bias-mitigation-ba/WordSim353/evaluate.py:99: DeprecationWarning: Call to deprecated `init_sims` (Use fill_norms() instead. See https://github.com/RaRe-Technologies/gensim/wiki/Migrating-from-Gensim-3.x-to-4).
+  model.init_sims(replace=True)
+Loading data ...
+Loading successful. Calculating score ...
+stellenanzeige not in vocab. returning similarity 0.
+stellenanzeige not in vocab. returning similarity 0.
+-----------------------------
+WordSim-353 scores (Spearman's rank correlation) for 'gur283' word lists and embeddings from /home/students/reichelt/ba/bias-mitigation-ba/data/embeddings/glove/dd-glove/glove_dd_italian.txt:
+Similarity: 0.5802 with p-value 0.00000
+Relatedness: 0.5802 with p-value 0.00000
+Combined: 0.5802 with p-value 0.00000
+-----------------------------
+/home/students/reichelt/ba/bias-mitigation-ba/WordSim353/evaluate.py:99: DeprecationWarning: Call to deprecated `init_sims` (Use fill_norms() instead. See https://github.com/RaRe-Technologies/gensim/wiki/Migrating-from-Gensim-3.x-to-4).
+  model.init_sims(replace=True)