diff --git a/README.md b/README.md
index ab43a213af43231933a8c80895ce6b1b5b5c6dbe..e62fe1ba81365c1bcf1151e794e14c76516366bd 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
-# Mitigating Origin Bias in German Word Embeddings
+# Analysing and Mitigating Origin Bias in German Word Embeddings
- Bachelor's thesis
- Author: Aileen Reichelt
- Supervision: Prof. Dr. Katja Markert
- Heidelberg University, Institute of Computational Linguistics
-- currently planning to submit work in late 2022
+- Submitted January 23, 2024
diff --git a/analyze_deepset_glove_counts.py b/analyze_deepset_glove_counts.py
deleted file mode 100644
index 5e47dfea6aee9f9bc29bb75fccabb8279a45f71b..0000000000000000000000000000000000000000
--- a/analyze_deepset_glove_counts.py
+++ /dev/null
@@ -1,23 +0,0 @@
-"""Analyze the vocab counts and positions of the name lists
-within Deepset's German pretrained GloVe embeddings."""
-
-import pandas as pd
-
-vocab_df = pd.read_csv("./data/deepset_german_glove_vocab.txt", sep=" ", header=None,
- names=["word", "count"])
-
-names_df = pd.read_csv("./data/names_nationality.csv")
-
-names_df["deepset_glove_vocab_count"] = 0
-names_df["deepset_glove_vocab_position"] = -1
-
-for index, row in names_df.iterrows():
- name = row['name'].lower()
- search_result = vocab_df.loc[vocab_df["word"] == name].head(1)
- if not search_result.empty:
- count_value = search_result["count"].iloc[0]
- index_value = search_result.index[0]
- names_df.at[index, "deepset_glove_vocab_count"] = count_value
- names_df.at[index, "deepset_glove_vocab_position"] = index_value
-
-names_df.to_csv("./data/names_nationality_deepset.csv", index=False)
diff --git a/blindtext.txt b/blindtext.txt
deleted file mode 100644
index 265c99d30f4a259bc8cab84f98a7e1d8d309dd5f..0000000000000000000000000000000000000000
--- a/blindtext.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-Weit hinten, hinter den Wortbergen, fern der Länder Vokalien und Konsonantien leben die Blindtexte. Abgeschieden wohnen sie in Buchstabhausen an der Küste des Semantik, eines großen Sprachozeans. Ein kleines Bächlein namens Duden fließt durch ihren Ort und versorgt sie mit den nötigen Regelialien. Es ist ein paradiesmatisches Land, in dem einem gebratene Satzteile in den Mund fliegen. Nicht einmal von der allmächtigen Interpunktion werden die Blindtexte beherrscht – ein geradezu unorthographisches Leben. Eines Tages aber beschloß eine kleine Zeile Blindtext, ihr Name war Lorem Ipsum, hinaus zu gehen in die weite Grammatik. Der große Oxmox riet ihr davon ab, da es dort wimmele von bösen Kommata, wilden Fragezeichen und hinterhältigen Semikoli, doch das Blindtextchen ließ sich nicht beirren. Es packte seine sieben Versalien, schob sich sein Initial in den Gürtel und machte sich auf den Weg. Als es die ersten Hügel des Kursivgebirges erklommen hatte, warf es einen letzten Blick zurück auf die Skyline seiner Heimatstadt Buchstabhausen, die Headline von Alphabetdorf und die Subline seiner eigenen Straße, der Zeilengasse. Wehmütig lief ihm eine rhetorische Frage über die Wange, dann setzte es seinen Weg fort. Unterwegs traf es eine Copy. Die Copy warnte das Blindtextchen, da, wo sie herkäme wäre sie zigmal umgeschrieben worden und alles, was von ihrem Ursprung noch übrig wäre, sei das Wort "und" und das Blindtextchen solle umkehren und wieder in sein eigenes, sicheres Land zurückkehren. Doch alles Gutzureden konnte es nicht überzeugen und so dauerte es nicht lange, bis ihm ein paar heimtückische Werbetexter auflauerten, es mit Longe und Parole betrunken machten und es dann in ihre Agentur schleppten, wo sie es für ihre Projekte wieder und wieder mißbrauchten. Und wenn es nicht umgeschrieben wurde, dann benutzen Sie es immernoch.
-Überall dieselbe alte Leier. Das Layout ist fertig, der Text lässt auf sich warten. Damit das Layout nun nicht nackt im Raume steht und sich klein und leer vorkommt, springe ich ein: der Blindtext. Genau zu diesem Zwecke erschaffen, immer im Schatten meines großen Bruders »Lorem Ipsum«, freue ich mich jedes Mal, wenn Sie ein paar Zeilen lesen. Denn esse est percipi - Sein ist wahrgenommen werden. Und weil Sie nun schon die Güte haben, mich ein paar weitere Sätze lang zu begleiten, möchte ich diese Gelegenheit nutzen, Ihnen nicht nur als Lückenfüller zu dienen, sondern auf etwas hinzuweisen, das es ebenso verdient wahrgenommen zu werden: Webstandards nämlich. Sehen Sie, Webstandards sind das Regelwerk, auf dem Webseiten aufbauen. So gibt es Regeln für HTML, CSS, JavaScript oder auch XML; Worte, die Sie vielleicht schon einmal von Ihrem Entwickler gehört haben. Diese Standards sorgen dafür, dass alle Beteiligten aus einer Webseite den größten Nutzen ziehen. Im Gegensatz zu früheren Webseiten müssen wir zum Beispiel nicht mehr zwei verschiedene Webseiten für den Internet Explorer und einen anderen Browser programmieren. Es reicht eine Seite, die - richtig angelegt - sowohl auf verschiedenen Browsern im Netz funktioniert, aber ebenso gut für den Ausdruck oder die Darstellung auf einem Handy geeignet ist. Wohlgemerkt: Eine Seite für alle Formate.
-Was für eine Erleichterung. Standards sparen Zeit bei den Entwicklungskosten und sorgen dafür, dass sich Webseiten später leichter pflegen lassen. Natürlich nur dann, wenn sich alle an diese Standards halten. Das gilt für Browser wie Firefox, Opera, Safari und den Internet Explorer ebenso wie für die Darstellung in Handys. Und was können Sie für Standards tun? Fordern Sie von Ihren Designern und Programmieren einfach standardkonforme Webseiten. Er hörte leise Schritte hinter sich. Das bedeutete nichts Gutes. Wer würde ihm schon folgen, spät in der Nacht und dazu noch in dieser engen Gasse mitten im übel beleumundeten Hafenviertel? Gerade jetzt, wo er das Ding seines Lebens gedreht hatte und mit der Beute verschwinden wollte! Hatte einer seiner zahllosen Kollegen dieselbe Idee gehabt, ihn beobachtet und abgewartet, um ihn nun um die Früchte seiner Arbeit zu erleichtern? Oder gehörten die Schritte hinter ihm zu einem der unzähligen Gesetzeshüter dieser Stadt, und die stählerne Acht um seine Handgelenke würde gleich zuschnappen? Er konnte die Aufforderung stehen zu bleiben schon hören. Gehetzt sah er sich um. Zeile muss wahrscheinlich ungefähr so oft vorkommen wie er.
-Plötzlich erblickte er den schmalen Durchgang. Blitzartig drehte er sich nach rechts und verschwand zwischen den beiden Gebäuden. Beinahe wäre er dabei über den umgestürzten Mülleimer gefallen, der mitten im Weg lag. Er versuchte, sich in der Dunkelheit seinen Weg zu ertasten und erstarrte: Anscheinend gab es keinen anderen Ausweg aus diesem kleinen Hof als den Durchgang, durch den er gekommen war. Hier steht wieder Zeile. Die Schritte wurden lauter und lauter, er sah eine dunkle Gestalt um die Ecke biegen. Fieberhaft irrten seine Augen durch die nächtliche Dunkelheit und suchten einen Ausweg. Jetzt kommt endlich die Zeile. War jetzt wirklich alles vorbei, waren alle Mühe und alle Vorbereitungen umsonst? Er presste sich ganz eng an die Wand hinter ihm und hoffte, der Verfolger würde ihn übersehen, als plötzlich neben ihm mit kaum wahrnehmbarem Quietschen eine Tür im nächtlichen Wind hin und her schwang. Könnte dieses der flehentlich herbeigesehnte Ausweg aus seinem Dilemma sein? Langsam bewegte er sich auf die offene Tür zu, immer dicht an die Mauer gepresst. Das ist eine Zeile. Würde diese Tür seine Rettung werden? Eine weitere Zeile in diesem tollen Testdokument. Wird es funktionieren? Ich wiederhole nochmal das Wort Zeile. Auch in dieser Zeile kommt wieder der Ausdruck Zeile drin vor. Wird er diesmal auftauchen?
\ No newline at end of file
diff --git a/blindtext_tokenized.txt b/blindtext_tokenized.txt
deleted file mode 100644
index 2358813a7cfdad4b73f3dd84bf0a7296a103f8f8..0000000000000000000000000000000000000000
--- a/blindtext_tokenized.txt
+++ /dev/null
@@ -1 +0,0 @@
-â–weit â–hinten , â–hinter â–den â–wort bergen , â–fern â–der â–länder â–vokal ien â–und â–konsonant ien â–leben â–die â–blind texte . â–abgeschieden â–wohnen â–sie â–in â–buchstab hausen â–an â–der â–küste â–des â–semantik , â–eines â–großen â–sprach oze ans . â–ein â–kleines â–bäch lein â–namens â–duden â–fließt â–durch â–ihren â–ort â–und â–versorgt â–sie â–mit â–den â–nötigen â–regel ial ien . â–es â–ist â–ein â–paradies mat isches â–land , â–in â–dem â–einem â–gebratene â–satz teile â–in â–den â–mund â–fliegen . â–nicht â–einmal â–von â–der â–allmächtigen â–interpunktion â–werden â–die â–blind texte â–beherrscht â–– â–ein â–geradezu â–un orth ographisches â–leben . â–eines â–tages â–aber â–besch loß â–eine â–kleine â–zeile â–blind text , â–ihr â–name â–war â–lor em â–ips um , â–hinaus â–zu â–gehen â–in â–die â–weite â–grammatik . â–der â–große â–ox mo x â–riet â–ihr â–davon â–ab , â–da â–es â–dort â–wimm ele â–von â–bösen â–komm ata , â–wilden â–fragezeichen â–und â–hinterhält igen â–semik oli , â–doch â–das â–blind text chen â–ließ â–sich â–nicht â–beir ren . â–es â–packte â–seine â–sieben â–versalien , â–schob â–sich â–sein â–initial â–in â–den â–gürtel â–und â–machte â–sich â–auf â–den â–weg . â–als â–es â–die â–ersten â–hügel â–des â–kursiv gebirges â–erklommen â–hatte , â–warf â–es â–einen â–letzten â–blick â–zurück â–auf â–die â–skyline â–seiner â–heimatstadt â–buchstab hausen , â–die â–head line â–von â–alphabet dorf â–und â–die â–sub line â–seiner â–eigenen â–straße , â–der â–zeilen gasse . â–wehm ütig â–lief â–ihm â–eine â–rhetorische â–frage â–über â–die â–wange , â–dann â–setzte â–es â–seinen â–weg â–fort . â–unterwegs â–traf â–es â–eine â–copy . â–die â–copy â–warnte â–das â–blind text chen , â–da , â–wo â–sie â–her käme â–wäre â–sie â–zig mal â–umgeschrieben â–worden â–und â–alles , â–was â–von â–ihrem â–ursprung â–noch â–übrig â–wäre , â–sei â–das â–wort â–" und " â–und â–das â–blind text chen â–solle â–umkehren â–und â–wieder â–in â–sein â–eigenes , â–sicheres â–land â–zurückkehren . â–doch â–alles â–gutz ure den â–konnte â–es â–nicht â–überzeugen â–und â–so â–dauerte â–es â–nicht â–lange , â–bis â–ihm â–ein â–paar â–heimtück ische â–werbetexter â–aufl auerten , â–es â–mit â–longe â–und â–parole â–betrunken â–machten â–und â–es â–dann â–in â–ihre â–agentur â–schleppten , â–wo â–sie â–es â–für â–ihre â–projekte â–wieder â–und â–wieder â–miß brauch ten . â–und â–wenn â–es â–nicht â–umgeschrieben â–wurde , â–dann â–benutzen â–sie â–es â–imm ern och . â–überall â–dieselbe â–alte â–leier . â–das â–layout â–ist â–fertig , â–der â–text â–lässt â–auf â–sich â–warten . â–damit â–das â–layout â–nun â–nicht â–nackt â–im â–raume â–steht â–und â–sich â–klein â–und â–leer â–vorkommt , â–springe â–ich â–ein : â–der â–blind text . â–genau â–zu â–diesem â–zwecke â–erschaffen , â–immer â–im â–schatten â–meines â–großen â–bruders â–» lor em â–ips um «, â–freue â–ich â–mich â–jedes â–mal , â–wenn â–sie â–ein â–paar â–zeilen â–lesen . â–denn â–esse â–est â–perc ipi â–- â–sein â–ist â–wahrgenommen â–werden . â–und â–weil â–sie â–nun â–schon â–die â–güte â–haben , â–mich â–ein â–paar â–weitere â–sätze â–lang â–zu â–begleiten , â–möchte â–ich â–diese â–gelegenheit â–nutzen , â–ihnen â–nicht â–nur â–als â–lücken füller â–zu â–dienen , â–sondern â–auf â–etwas â–hinzuweisen , â–das â–es â–ebenso â–verdient â–wahrgenommen â–zu â–werden : â–web standards â–nämlich . â–sehen â–sie , â–web standards â–sind â–das â–regelwerk , â–auf â–dem â–webseiten â–aufbauen . â–so â–gibt â–es â–regeln â–für â–html , â–css , â–javascript â–oder â–auch â–xml ; â–worte , â–die â–sie â–vielleicht â–schon â–einmal â–von â–ihrem â–entwickler â–gehört â–haben . â–diese â–standards â–sorgen â–dafür , â–dass â–alle â–beteiligten â–aus â–einer â–webseite â–den â–größten â–nutzen â–ziehen . â–im â–gegensatz â–zu â–früheren â–webseiten â–müssen â–wir â–zum â–beispiel â–nicht â–mehr â–zwei â–verschiedene â–webseiten â–für â–den â–internet â–explorer â–und â–einen â–anderen â–browser â–programmieren . â–es â–reicht â–eine â–seite , â–die â–- â–richtig â–angelegt â–- â–sowohl â–auf â–verschiedenen â–browsern â–im â–netz â–funktioniert , â–aber â–ebenso â–gut â–für â–den â–ausdruck â–oder â–die â–darstellung â–auf â–einem â–handy â–geeignet â–ist . â–wohlgem erkt : â–eine â–seite â–für â–alle â–formate . â–was â–für â–eine â–erleichterung . â–standards â–sparen â–zeit â–bei â–den â–entwicklungs kosten â–und â–sorgen â–dafür , â–dass â–sich â–webseiten â–später â–leichter â–pflegen â–lassen . â–natürlich â–nur â–dann , â–wenn â–sich â–alle â–an â–diese â–standards â–halten . â–das â–gilt â–für â–browser â–wie â–firefox , â–opera , â–safari â–und â–den â–internet â–explorer â–ebenso â–wie â–für â–die â–darstellung â–in â–handys . â–und â–was â–können â–sie â–für â–standards â–tun ? â–fordern â–sie â–von â–ihren â–designern â–und â–programmieren â–einfach â–standard konforme â–webseiten . â–er â–hörte â–leise â–schritte â–hinter â–sich . â–das â–bedeutete â–nichts â–gutes . â–wer â–würde â–ihm â–schon â–folgen , â–spät â–in â–der â–nacht â–und â–dazu â–noch â–in â–dieser â–engen â–gasse â–mitten â–im â–übel â–bel eum undeten â–hafen viertel ? â–gerade â–jetzt , â–wo â–er â–das â–ding â–seines â–lebens â–gedreht â–hatte â–und â–mit â–der â–beute â–verschwinden â–wollte ! â–hatte â–einer â–seiner â–zahllosen â–kollegen â–dieselbe â–idee â–gehabt , â–ihn â–beobachtet â–und â–abgewartet , â–um â–ihn â–nun â–um â–die â–früchte â–seiner â–arbeit â–zu â–erleichtern ? â–oder â–gehörten â–die â–schritte â–hinter â–ihm â–zu â–einem â–der â–unzähligen â–gesetzes hüter â–dieser â–stadt , â–und â–die â–stählerne â–acht â–um â–seine â–hand gelenke â–würde â–gleich â–zuschn appen ? â–er â–konnte â–die â–aufforderung â–stehen â–zu â–bleiben â–schon â–hören . â–gehetzt â–sah â–er â–sich â–um . â–plötzlich â–erblickte â–er â–den â–schmalen â–durchgang . â–blitz artig â–drehte â–er â–sich â–nach â–rechts â–und â–verschwand â–zwischen â–den â–beiden â–gebäuden . â–beinahe â–wäre â–er â–dabei â–über â–den â–umgest ürzten â–mül leimer â–gefallen , â–der â–mitten â–im â–weg â–lag . â–er â–versuchte , â–sich â–in â–der â–dunkelheit â–seinen â–weg â–zu â–er tasten â–und â–erstarrte : â–anscheinend â–gab â–es â–keinen â–anderen â–ausweg â–aus â–diesem â–kleinen â–hof â–als â–den â–durchgang , â–durch â–den â–er â–gekommen â–war . â–die â–schritte â–wurden â–lauter â–und â–lauter , â–er â–sah â–eine â–dunkle â–gestalt â–um â–die â–ecke â–biegen . â–fieber haft â–irr ten â–seine â–augen â–durch â–die â–nächtliche â–dunkelheit â–und â–suchten â–einen â–ausweg . â–war â–jetzt â–wirklich â–alles â–vorbei , â–waren â–alle â–mühe â–und â–alle â–vorbereitungen â–umsonst ? â–er â–pres ste â–sich â–ganz â–eng â–an â–die â–wand â–hinter â–ihm â–und â–hoffte , â–der â–verfolger â–würde â–ihn â–übersehen , â–als â–plötzlich â–neben â–ihm â–mit â–kaum â–wahrnehm barem â–quiet schen â–eine â–tür â–im â–nächtlichen â–wind â–hin â–und â–her â–schwang . â–könnte â–dieses â–der â–fle h entlich â–herbei gese hnte â–ausweg â–aus â–seinem â–dilemma â–sein ? â–langsam â–bewegte â–er â–sich â–auf â–die â–offene â–tür â–zu , â–immer â–dicht â–an â–die â–mauer â–gepresst . â–würde â–diese â–tür â–seine â–rettung â–werden ?
\ No newline at end of file
diff --git a/byte_pair_encode.py b/byte_pair_encode.py
deleted file mode 100644
index 52a8df8990c56111c1e85697a3d6d39c461b5007..0000000000000000000000000000000000000000
--- a/byte_pair_encode.py
+++ /dev/null
@@ -1,12 +0,0 @@
-from bpemb import BPEmb
-
-bpemb_de = BPEmb(lang="de", dim=300, vs=200000)
-
-with open("/home/aileen/heiBOX/BA/bias-mitigation-ba/blindtext.txt", mode="r") as f:
- tokens = []
- for line in f.readlines():
- tokens.extend(bpemb_de.encode(line))
-
-with open("/home/aileen/heiBOX/BA/bias-mitigation-ba/blindtext_tokenized.txt", mode="w") as f:
- for token in tokens:
- f.write(token + " ")
diff --git a/check_fasttext_vocab.py b/check_fasttext_vocab.py
deleted file mode 100644
index af5c9ab22d6cdb9de374b8cc4993269619703530..0000000000000000000000000000000000000000
--- a/check_fasttext_vocab.py
+++ /dev/null
@@ -1,17 +0,0 @@
-"""Find out vocab counts and positions for names in
-names lists, in German fasttext model."""
-
-import fasttext
-import pandas as pd
-
-df = pd.read_csv("../data/names_nationality_data.csv")
-df["in_fasttext_vocab"] = 0
-
-model = fasttext.load_model("cc.de.300.bin")
-
-for index, row in df.iterrows():
- name = row['name']
- if name in model.words:
- df.at[index, "in_fasttext_vocab"] = 1
-
-df.to_csv("../data/names_nationality_fasttext.csv", index=False)
diff --git a/download_wikipedia_dump.py b/download_wikipedia_dump.py
deleted file mode 100644
index 16118e7060e387c91feb3ae356bc5ce130a8c08c..0000000000000000000000000000000000000000
--- a/download_wikipedia_dump.py
+++ /dev/null
@@ -1,5 +0,0 @@
-# Download Wikipedia Dump using huggingface
-
-from datasets import load_dataset
-
-load_dataset("wikipedia", "20220301.de")
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/README.txt b/semeval2017-task2/SemEval17-Task2/README.txt
deleted file mode 100644
index c622603254985c61dc29fa911b2460b2dc6fad34..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/README.txt
+++ /dev/null
@@ -1,56 +0,0 @@
-*******************************************************************************************************
-* SemEval 2017 task 2 *
-* Multilingual and Cross-lingual Semantic Word Similarity *
-* José Camacho-Collados, Mohammad Taher Pilehvar, Nigel Collier, and Roberto Navigli *
-*******************************************************************************************************
-
-
-This package contains the trial data for the SemEval 2017 task 2 on Multilingual and Cross-lingual Semantic Word Similarity.
-
-In addition to this README file, there is a directory containing the trial data ("trial") and a Java evaluation script ("task2-scorer.jar"):
-
-
-The trial (directory) contains two folders for the two subtasks:
-
-* subtask1-monolingual: contains five monolingual datasets for English, Farsi, German, Italian and Spanish.
-
-* subtask2-crosslingual: contains ten cross-lingual datasets for all language pairs of the five languages mentioned above.
-
-
-Each of these contain three folders:
-
-** data
-
- - all the datasets, each line corresponding to a word pair:
- word1 <tab> word2
-
- Language ISO codes: DE-German, EN-English, ES-Spanish, FA-Farsi (Persian), IT-Italian.
-
-
-** keys
-
- - contains gold standard scores for all the datasets.
-
-
-** output
-
- - contains sample system outputs for all the datasets.
-
-
-
-"task2-scorer.jar": official evaluation script
-
- The official evaluation script for this task can be run from the terminal as follows:
-
- $ java -jar task2-scorer.jar [gold_key] [output_key]
-
- Example of usage:
-
- $ java -jar task2-scorer.jar trial/subtask1-monolingual/keys/de.trial.gold.txt trial/subtask1-monolingual/output/de.trial.sample.output.txt
-
-
-
-For further information you can join our Google Group at https://groups.google.com/group/semeval-wordsimilarity) or contact us at:
-
-José Camacho Collados (collados@di.uniroma1.it)
-Mohammad Taher Pilehvar (mp792@cam.ac.uk)
diff --git a/semeval2017-task2/SemEval17-Task2/task2-scorer.jar b/semeval2017-task2/SemEval17-Task2/task2-scorer.jar
deleted file mode 100644
index 51ae1a0b57be5bcff4f53b2db5b8dac1d8e9f2c3..0000000000000000000000000000000000000000
Binary files a/semeval2017-task2/SemEval17-Task2/task2-scorer.jar and /dev/null differ
diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/de.test.data.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/de.test.data.txt
deleted file mode 100644
index 9207ada2f600cf14e08e9e12f12e9abfecca473a..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/de.test.data.txt
+++ /dev/null
@@ -1,500 +0,0 @@
-Joule Raumschiff
-gelobtes Land Baku
-Auto Fahrrad
-Polyeder Actant
-Multiple Sklerose MS
-Schuld System
-Waffe Helm
-Drehbuchautor Fernseher
-Vereinte Nationen Ban Ki-moon
-33-Bogen-Brücke Mathematiker-Brücke
-Basilika Mosaik
-Aquarell Pinsel
-Demokratie Monarchie
-Gauss Wissenschaftler
-Tuberkulose LED
-selbstfahrendes Auto Roboterauto
-Weltuntergang Feuer
-Geschwindigkeit Post
-PlayStation Wii
-Laptop Notebook
-Harry Potter Zauberer
-Snowboard Skifahren
-Zeiger Präsentationsfolie
-Sensor Radiator
-Erfolg Rahmen
-Theorie Hypothese
-Wall Street Finanzmarkt
-Darwin Evolution
-Schauspieler Schauspielerin
-Film Theater
-Nationalhymne Patriotismus
-Bildschirm Monitor
-Milchprodukt Honig
-Mount Everest Chomolungma
-Tauziehen Leiterspiel
-Pestizid Pest
-Polizist Politiker
-Neuropsychologie Parapsychologie
-Batterie Energie
-Ehrenlegion Schreibwaren
-Spider-Man Strasse
-Halbinsel Insel
-Equator Ecuador
-Tabelle Diagramm
-Simulation Robotik
-Nike Adidas
-Gesellschaft Kultur
-Strategiespiel Strategie
-Kirche Kathedrale
-Übersetzer Ausländer
-Biotop Biologie
-Magma Vulkan
-Brainstorming Teleskop
-Level Punktezahl
-Pfennig Schnäppchen
-politische Partei Vereinigung
-Tsunami Meer
-Strauss Obstgarten
-Zimt Süssigkeiten
-Besen Staub
-Galaxie Astronom
-Saft Milchshake
-Jalousie Vorhang
-Verbrecher Angreifer
-Bauchspeicheldrüsenkrebs Chemotherapie
-Vergangenheit Vorläufer
-Vereinte Nationen Europäisches Parlament
-Lied Darsteller
-Pistole Notizbuch
-Azetylcholin Iris
-Alphabet Stift
-Chor Sänger
-Holz Decke
-Soldat Frieden
-Englisch Amerikanisch
-Eidechse Krokodil
-Geld Bargeld
-Paul die Krake Krake
-Kalender Ferien
-Basis chemische Substanz
-Regierung Eidechse
-JPY Geldwäsche
-DeepMind Google DeepMind
-Schachspiel Schach
-Sonnett Schönheit
-Arbeiter Büro
-Währung Umtausch
-Polyester Baumwolle
-Strafgericht Gerechtigkeit
-Schwanz Rückseite
-Unfall Buch
-Windbö Wind
-Klavier Harmonie
-Sultan Ministerium
-Wüste Düne
-Multiplikation Teilung
-Virus Blut
-Eiszeit Statue
-Schwert Umwelt
-Primarschule Kugelschreiber
-Cricket Unterstützer
-Skulptur Statue
-Webbrowser Mozilla Firefox
-Foxterrier Canon
-HSBC Britannien
-Bibel Gospel
-Kleid Tanz
-Array Liste
-Zelle Gefängnis
-Aufsatz Hausaufgaben
-Computer Maschine
-Pandabär Eisbär
-Neurose Verstand
-Kampagne Affe
-Faraday-Konstante Rucksack
-Palast Wolkenkratzer
-Helikopter Flugzeug
-University of Cambridge Oxford University
-Flagge Fahnenstange
-Fenster Dach
-Kartenspiel Frisbee
-Schadprogramm Wurm
-Planet Stern
-Renner Athlet
-Kaliber Regenschirm
-WiFi WikiLeaks
-Dürre Wasser
-Flughafen Stück
-Orchester Band
-Mojito Mochito
-Unterrichtsstoff Prüfung
-Theorem Theorie
-Jo-Jo Spielzeug
-Schneesturm Regen
-Historiker Geschichtsschreiber
-Siemens Elektrolokomotive
-Jahrhundert Jahr
-Legierung Stahl
-Friedensrichter Richter
-Chaos Klasse
-Fernunterricht Internet
-Sand Fuss
-IMF Deutsche Bank
-Guardian Times
-Seidenraupe Seidenstrasse
-Freiheit Oase
-Cytoplasma Ziffer
-Protestant Christ
-Leonardo da Vinci Das Abendmahl
-Karte Viereck
-Parlament Congress
-Finanzmittelbeschaffung Entwicklung
-Pathologie Hämatologie
-Tal Depression
-Teleskop Sitz
-Heavy Metal Bühne
-Globalisierung Visa
-Fledermaus Vampir
-Abgeordneter Beamte
-Elektrizität Gehäuse
-Ausserirdischer Outlander
-Knopf Nähmaschine
-Zauberer Kabel
-Philosoph Rennen
-Popcorn Kino
-Landwirtschaft Pflanze
-Dichter Journalist
-Wetter Welle
-Zivilisation Lebensstil
-Schnee Eis
-Zweiter Weltkrieg Beethoven
-Motherboard Mainboard
-Club Markierung
-Alexander der Grosse Eroberer
-Applikation Galaxie
-Cloudcomputing Regen
-Fernsehen Schauspieler
-Delta Meer
-Strickgarn Faden
-Fussgängerstreifen Person
-Protein Griff
-U2 Ronaldo
-Apple iPhone
-Pfefferminze Kaugummi
-Poster Papier
-UNICEF Wurzel
-Fremdenfeindlichkeit Rassismus
-Woody Allen Linse
-Lampe Geist
-Marine Insel
-Wand Schloss
-Dinosaurier Elephant
-Uhrturm Stein
-Nahost Euphrates
-Weide Graslandschaft
-Gitarre Geige
-Diplomatie Verhandlung
-Anziehungskraft Meteor
-IQ Mensa
-Union Jack Flagge
-Erdbeben Erschütterung
-Vermögen Aktie
-Hebräisch Jerusalem
-bedeckt Wetterprognose
-Wörterbuch Enzyklopädie
-Münzamt Museum
-Sessel Hocker
-Spanisch Feuchtigkeit
-Büchse Flasche
-Fliege Ameise
-Mythos Satire
-Innenstadt Bus
-Schwanz Boeing 747-200
-Kunstwerk Künstler
-NATO Allianz
-König Herrscher
-Rhythmus Kadenz
-Alexander Fleming Penicillin
-Flöte Musik
-Graureiher See
-Dickflüssigkeit Spritzer
-Hardware Gehäuse
-Ring Verlobung
-Latein Deutsch
-Arbeiterklasse Fabrik
-Shakespeare Dickens
-Papiergeld Pfarrer
-Werkzeug Arbeit
-Zwergwildschwein Echte Schweine
-Stimmrecht Ausgang
-Stern Helligkeit
-Forelle Gitarre
-Dollar Millionär
-Ziffer Nummer
-Sturm Decke
-Obama Clinton
-Nebenfigur Film
-Juventus Bayern München
-Klimawandel Niederschlag
-AI Batterie
-Meisterwerk Mona Lisa
-Verbrechen Attacke
-Krönung Wasser
-Sänger Personal
-Stichkampf Basketball
-bewaffnete Streitkräfte Abwehr
-See Wolke
-Kloster Dusche
-Muttersprache Sprache
-Hafen Hülle
-Dämon Engel
-Kryptogramm Symbol
-Campus Universität
-Freiheit Bewegungsfreiheit
-Taifun Windhose
-Anleitung Reiseführer
-Ebola Ebola Virus
-Prinzessin Keks
-Zug Tram
-Ecosystem Wirtschaft
-herrschende Königin Schachdame
-Gold Zink
-Maus Chips
-Amazonas Wald
-Tennis Statistik
-Bolzano Theorem
-Höhe Umformung
-Boot Baum
-Thron Schwert
-Baumwolle Pullover
-Kirsche Erdbeere
-Islam Koran
-Neanderthaler Sport
-Vetternwirtschaft König
-Charakter Person
-Panzer Auto
-Merkur Jupiter
-Bronchitis Paracetamol
-Blut Körper
-Islamophobie ISIS
-Häkeln Uniform
-Hadoop Touchscreen
-fossiler Brennstoff Fossil
-Mutant Soziobiologie
-Schwester Bruder
-Bleistift Geschichte
-Hautausschlag Hautentzündung
-Imperator Gouverneur
-Krone Schlüssel
-Algebra Operation
-Kolben Motor
-Stipendium Unterrichtsgebühr
-Buch Manuskript
-Wandelröschen Löwenmäuler
-schwarzes Loch Vacuum
-persisches Reich Cyrus
-Leitartikel Nachrichten
-Dekoration Umschlag
-Walhai Hummer
-Getreide Mais
-bipolare Störung Problem
-Säure Base
-absoluter Nullpunkt Dampf
-grüne Revolution Farbe
-Betriebssystem Deep Learning
-internationale Mathematik Olympiade Theorie
-El Niño Äquator
-Abzeichen Glass
-Villa Bildhauer
-Atmosphäre Ozon
-Schild Beschützer
-Münze Bezahlung
-Hafer Feld
-Mönch Kreuz
-Kanonboot Küste
-Stein Mine
-Legende Moral
-Meister Gewinner
-Würfel Kubik
-Topologie Struktur
-Kapelle Kabel
-Geldfluss Fluss
-Serienmörder Mörder
-Matrix Molekül
-Mode Stil
-Flaggenkunde Flagge
-Vertrag von Maastricht Europa
-Geisir Quelle
-Saccharose Kohlenhydrat
-Strand Küste
-Aktienmarkt Börse
-Tradition Handwerk
-Roman Schriftsteller
-Butterbrot Subway
-Akustik Ton
-Fechten Gymnastik
-Autor Geschenk
-Gehölz Tiger Woods
-Wolke Fenster
-JPEG PDF
-Regisseur Chef
-Steuer Brexit
-Bestäubung Staubblatt
-Videospiel PC Spiel
-Behandlung chirurgischer Eingriff
-Reisfeld Kartoffel
-Notizen Aufgabe
-Fuchs Blutkörperchen
-Natriumchlorid Salz
-Einkommen Lebensqualità t
-Wille Absicht
-Kompass Elephant
-Fortsetzung Kamera
-Kinofilm Film
-Unteroffizier Pistole
-Mühle Korn
-Eiscreme Frühstück
-Schlüssel Schloss
-Mobiltelefon Telefon
-Kindergarten Vorschule
-Westliche Welt Western Union
-Sämling Blatt
-Regen Hagel
-Freude Traurigkeit
-Seidenraupe Raupe
-Surfen Wassersport
-Auto Lastwagen
-Nahrung Programm
-Comicroman Comic
-Schlange Eidechse
-Ananas Handy
-Wallpaper Hintergrund
-Celsius Microsoft
-verbinden Zuckerrohr
-Jeans Frau
-Matrix Vector
-Kohlendioxid CO2
-Trainer Spieler
-Stein Holz
-Ladegerät Scheibe
-Manuskript Artikel
-Gmail Yahoo
-Kondensator Diode
-Korruption Betrug
-Coca-Cola Coke
-Plato Aristoteles
-Kalter Krieg Soviet Union
-Düse Flüssigkeit
-Phonologie Bildschirm
-Zara Leggings
-Football Fussball
-Keim Erreger
-Republik Herzog
-Ball Sphäre
-Mozart Star Wars
-Maske Fest
-Grand Theft Auto GTA
-Autobahn Strasse
-Kettenreaktion Thermodynamik
-Illustration Ampulle
-Anthropologie Archeologie
-Dell Dingle
-Saft Löffel
-Pfizer Medikament
-Lastwagen Packet
-Rezeptor Protein-Molekül
-Google Drive Fahrer
-Milliardär Obdachloser
-Episode Kapitel
-Unendlichkeit Null
-Diener Sklave
-Suffix Affix
-Klimaerwärmung Hitze
-Wachstumshormon Somatropin
-Himmel Traum
-Geldkurs London
-Dünger Wachstum
-Gartenhag Thema
-Orion Sternbild
-Nietzsche Chelsea
-gegenseitiger Respekt Wettbewerb
-Ast Arm
-Opfer Telefon
-Normalabweichung Kumulation
-Lawine Schnee
-Lehrer Schüler
-Vieh Joghurt
-Sexismus Geschlechtsdiskriminierung
-Südpol Tanz
-Staatsanwalt Anwalt
-Schläger Ball
-Bankkredit Schulden
-Perspektive Entfernung
-Federer Dylan
-Anwalt Galerie
-Lebenserwartung statistisches Mass
-Zellmembran Provirus
-Europäische Union Moskau
-Welt Asien
-Paint Photoshop
-Senat Verfassung
-Petersilie Muffin
-Verstand Gehirn
-Mercedes Opel
-Hammer Zahn
-Renaissance Wiedergeburt
-Rock Uhr
-Oper Kino
-Lehrer Ausbilder
-Sonne Kabel
-Wirtschaftskrise BIP
-Cäsar Julius Cäsar
-Patient Sitzung
-Behaviorismus Therapie
-Kaiser Verfassung
-Mathematiker Aufführung
-Entropie Information
-Rosenwasser Rosenöl
-Zitrusfrucht Pampelmuse
-Königin Victoria England
-Olympische Spiele Gemütsart
-Bischof Muslime
-Mann Verdächtiger
-Meteorit Erde
-Symbol Zeichen
-Anthropologie New York
-Sonnenuntergang Tisch
-Stadt Grossstadt
-Jacke Mineralwasser
-Natur Flora
-Unterprogramm Kompilierer
-Hamedan Rom
-Regenschirm Heizer
-Ehre Ansehen
-Rangabzeichen Würde
-KFC McDonald's
-Steuerknüppel Radar
-Basmatireis Jasminreis
-Medaille Turnschuhe
-Gesetz Schwimmbad
-Quelle Schachtel
-Theater Batterie
-Flora Webbrauser
-Hemd Cardigan
-Gedicht Rhythmus
-Prophet Pfarrer
-Oscars Stadium
-Backgammon Go
-Schmetterling Rose
-Hag Springen
-Nihilismus Film
-Asteroid Stern
-Aufstand Zeichnung
-Unterwäsche Körper
-Boeing Flugzeug
-Auftritt Aufführung
-Semester Amtszeit
-Orange Zitrusfrucht
-Gletscher Erderwärmung
-Tunnel Pfad
diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/en.test.data.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/en.test.data.txt
deleted file mode 100644
index 109685b4e1f8613a0d7f6f1770482ab37d689da3..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/en.test.data.txt
+++ /dev/null
@@ -1,500 +0,0 @@
-Joule spacecraft
-Promised Land Baku
-car bicycle
-polyhedron actor
-multiple sclerosis MS
-fault system
-weapon helmet
-screenwriter television
-United Nations Ban Ki-moon
-Si-o-seh pol Mathematical Bridge
-basilica mosaic
-watercolor painting brush
-democracy monarchy
-Gauss scientist
-tuberculosis LED
-self-driving car autonomous car
-apocalypse fire
-speed post
-PlayStation Wii
-laptop notebook
-Harry Potter wizard
-snowboard skiing
-pointer slide
-sensor radiator
-hit frame
-theory hypothesis
-Wall Street financial market
-Darwin evolution
-actor actress
-film theatre
-national anthem patriotism
-screen monitor
-dairy honey
-Mount Everest Chomolungma
-tug of war Snakes and Ladders
-pesticide pest
-policeman politician
-neuropsychology parapsychology
-battery energy
-Legion of Honour stationery
-Spider-Man street
-peninsula island
-equator Ecuador
-chart graph
-simulation robotics
-Nike Adidas
-society culture
-strategy game strategy
-church cathedral
-translator foreigner
-biotope biology
-magma volcano
-brainstorming telescope
-level score
-penny bargain
-political party association
-tsunami sea
-ostrich orchard
-cinnamon candy
-broom dust
-galaxy astronomer
-juice milkshake
-window blind curtain
-criminal offender
-pancreatic cancer chemotherapy
-past antecedent
-United Nations European Parliament
-song performer
-gun notebook
-acetylcholine iris
-alphabet pen
-chorus singer
-wood blanket
-soldier peace
-English American
-lizard crocodile
-money cash
-Paul the Octopus octopus
-calendar holiday
-base chemical substance
-government lizard
-JPY money laundering
-DeepMind Google DeepMind
-chess check
-sonnet beauty
-worker office
-currency exchange
-polyester cotton
-tribunal justice
-tail rear
-accident book
-squall wind
-piano harmony
-sultan ministry
-desert dune
-multiplication division
-virus blood
-ice age statute
-sword environment
-elementary school pen
-cricket supporter
-sculpture statue
-web browser Mozilla Firefox
-Fox Terrier Canon
-HSBC Britain
-Bible Gospel
-dress dance
-array list
-cell lock-up
-essay homework
-computer machine
-panda polar bear
-neurosis mind
-campaign monkey
-Faraday constant rucksack
-palace skyscraper
-helicopter plane
-University of Cambridge Oxford University
-flag pole
-window roof
-card game frisbee
-malware worm
-planet star
-runner athlete
-caliber umbrella
-WiFi WikiLeaks
-drought water
-airport piece
-orchestra band
-mojito mohito
-syllabus exam
-theorem theory
-yo-yo toy
-blizzard rain
-historian historiographer
-Siemens electric train
-century year
-alloy steel
-magistrate judge
-chaos class
-distance education internet
-sand foot
-IMF Deutsche Bank
-Guardian Times
-silkworm Silk Road
-freedom oasis
-cytoplasm digit
-protestant christian
-Leonardo da Vinci The Last Supper
-map square
-parliament congress
-fundraising development
-pathology hematology
-valley depression
-telescope chair
-heavy metal stage
-globalism visa
-bat vampire
-deputy officer
-electricity case
-alien outlander
-button sewing machine
-wizard cable
-philosopher racing
-popcorn cinema
-agriculture plant
-poet journalist
-weather wave
-civilization lifestyle
-snow ice
-World War II Beethoven
-motherboard mainboard
-club mark
-Alexander the Great conqueror
-app galaxy
-cloud computing rain
-television actor
-delta sea
-yarn thread
-pedestrian crossing person
-protein handle
-U2 Ronaldo
-Apple iPhone
-peppermint gum
-poster paper
-UNICEF root
-xenophobia racism
-Woody Allen lens
-lamp genie
-navy island
-wall castle
-dinosaur elephant
-clock tower stone
-Middle East Euphrates
-meadow grassland
-guitar violin
-diplomacy negotiation
-gravity meteor
-IQ Mensa
-Union Jack flag
-earthquake tremor
-asset stock
-Hebrew Jerusalem
-overcast forecast
-dictionary encyclopedia
-mint museum
-chair stool
-Spanish moisture
-can bottle
-fly ant
-myth satire
-city center bus
-tail Boeing 747-200
-artwork artist
-NATO alliance
-king ruler
-rhythm cadence
-Alexander Fleming Penicillin
-flute music
-gray heron lake
-viscosity splash
-hardware case
-ring engagement
-Latin German
-working class plant
-Shakespeare Dickens
-paper money priest
-tool job
-pygmy hog suidae
-suffrage exit
-star brightness
-trout guitar
-dollar millionaire
-digit number
-gale blanket
-Obama Clinton
-supporting character movie
-Juventus Bayern Munich
-climate change precipitation
-AI battery
-masterpiece Mona Lisa
-crime attack
-coronation water
-vocalist staff
-playoff basketball
-armed forces defence
-lake cloud
-monastery shower
-mother tongue language
-harbor wrapper
-demon angel
-cryptogram symbol
-campus university
-freedom liberty
-typhoon cyclone
-handbook guidebook
-Ebola Ebola virus
-princess biscuit
-train tram
-ecosystem economy
-queen regnant chess queen
-gold zinc
-cursor chips
-Amazon forest
-tennis statistics
-Bolzano theorem
-altitude conversion
-boat tree
-throne sword
-cotton sweater
-cherry strawberry
-Islam Quran
-Neanderthal sport
-nepotism king
-character person
-tank car
-Mercury Jupiter
-bronchitis acetaminophen
-blood body
-islamophobia ISIS
-crochet uniform
-Hadoop touchscreen
-fossil fuel fossil
-mutant sociobiology
-sister brother
-pencil story
-eczema dermatitis
-emperor governor
-crown key
-algebra operation
-piston engine
-scholarship tuition
-book manuscript
-lantana snapdragon
-black hole vacuum
-Persian Empire Cyrus
-editorial news
-decoration envelope
-whale shark lobster
-corn maize
-bipolar disorder problem
-acid base
-absolute zero vapor
-Green Revolution paint
-operating system deep learning
-International Mathematical Olympiad theory
-El Niño equator
-badge glass
-mansion sculptor
-atmosphere ozone
-shield buckler
-coin payment
-oat field
-monk cross
-gunboat coast
-rock mine
-legend moral
-champion winner
-dice cube
-topology structure
-chapel cable
-cash flow river
-serial killer murderer
-matrix molecule
-fashion style
-vexillology flag
-Maastricht Treaty Europe
-geyser spring
-sucrose carbohydrate
-beach coast
-stock market stock exchange
-tradition handicraft
-novel writer
-sandwich Subway
-acoustics sound
-fencing gymnastics
-writer gift
-woodland Tiger Woods
-cloud window
-JPEG PDF
-director boss
-tax Brexit
-pollination stamen
-videogame pc game
-treatment surgical operation
-paddy potato
-note-taking assignment
-fox blood cell
-sodium chloride salt
-income quality of life
-will intention
-compass elephant
-sequel camera
-movie film
-sergeant gun
-mill seed
-ice cream breakfast
-key lock
-cellphone telephone
-kindergarten preschool
-Western world Western Union
-seedling leaf
-rain hail
-happiness sadness
-silkworm caterpillar
-surfing water sport
-car truck
-food program
-graphic novel comic book
-snake lizard
-pineapple smartphone
-wallpaper background
-Celsius Microsoft
-combine sugarcane
-jeans woman
-matrix vector
-carbon dioxide CO2
-coach player
-stone wood
-charger disk
-manuscript article
-Gmail Yahoo
-capacitor diode
-corruption fraud
-Coca-Cola Coke
-Plato Aristotle
-Cold War Soviet Union
-nozzle fluid
-phonology screen
-Zara leggings
-football soccer
-germ pathogen
-republic duke
-ball sphere
-Mozart Star Wars
-mask party
-Grand Theft Auto GTA
-highway road
-chain reaction thermodynamics
-illustration blister
-anthropology archaeology
-Dell Dingle
-juice spoon
-Pfizer drug
-truck parcel
-receptor protein molecule
-Google Drive driver
-billionaire homeless
-episode chapter
-infinity zero
-servant slave
-suffix affix
-global warming heat
-growth hormone somatotropin
-sky dream
-bid price London
-fertilizer growth
-hashtag topic
-Orion constellation
-Nietzsche Chelsea
-mutual respect competition
-branch arm
-victim phone
-standard deviation accumulation
-avalanche snow
-teacher student
-cattle yogurt
-sexism gender discrimination
-South Pole dance
-prosecutor lawyer
-racket ball
-bank loan debt
-perspective distance
-Federer Dylan
-lawyer gallery
-life expectancy statistical measure
-cell membrane provirus
-European Union Moscow
-world Asia
-Paint Photoshop
-senate constitution
-parsley muffin
-mind brain
-Mercedes Opel
-hammer teeth
-Renaissance Renascence
-skirt watch
-opera cinema
-teacher instructor
-Sun cable
-recession GDP
-Caesar Julius Caesar
-patient session
-behaviourism therapy
-emperor constitution
-mathematician show
-entropy information
-rosewater rose oil
-citrus fruit grapefruit
-Queen Victoria England
-Olympic Games spirit
-bishop muslim
-man suspect
-meteorite Earth
-symbol sign
-anthropology New York
-sunset table
-town city
-jacket mineral water
-nature flora
-subroutine compiler
-Hamadan Rome
-umbrella heater
-honor esteem
-insignia dignity
-KFC McDonald's
-joystick radar
-basmati jasmine rice
-medal trainers
-law swimming pool
-source box
-theatre battery
-flora web browser
-shirt cardigan
-poem rhythm
-prophet priest
-Oscars stadium
-backgammon Go
-butterfly rose
-fence jumping
-nihilism film
-asteroid star
-riot drawing
-underwear body
-Boeing plane
-cameo performance
-semester term
-orange citrus
-glacier global warming
-tunnel path
diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/es.test.data.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/es.test.data.txt
deleted file mode 100644
index aee216f663fb5359624b19ca890835bf7e4b99f2..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/es.test.data.txt
+++ /dev/null
@@ -1,500 +0,0 @@
-Julio astronave
-Tierra Prometida Baku
-coche bicicleta
-poliedro actor
-esclerosis múltiple EM
-falla sistema
-arma casco
-guionista televisión
-Naciones Unidas Ban Ki-moon
-Si-o-seh pol Mathematical Bridge
-basÃlica mosaico
-acuarela brocha
-democracia monarquÃa
-Gauss cientÃfico
-tuberculosis LED
-coche autónomo vehÃculo autónomo
-apocalipsis fuego
-velocidad correo
-PlayStation Wii
-portátil ordenador portátil
-Harry Potter mago
-snowboard esquÃ
-puntero diapositiva
-sensor radiador
-golpe marco
-teorÃa hipótesis
-Wall Street mercado financiero
-Darwin evolución
-actor actriz
-pelÃcula teatro
-himno nacional patriotismo
-pantalla monitor
-lecherÃa miel
-Monte Everest Chomolungma
-juego de la soga Serpientes y Escaleras
-pesticida peste
-policÃa polÃtico
-neuropsicologÃa parapsicologÃa
-baterÃa energÃa
-Legión de Honor papelerÃa
-Spider-Man calle
-penÃnsula isla
-ecuador Ecuador
-gráfica gráfico
-simulación robótica
-Nike Adidas
-sociedad cultura
-juego de estrategia estrategia
-iglesia catedral
-traductor extranjero
-biotopo biologÃa
-magma volcán
-tormenta de ideas telescopio
-nivel puntuación
-centavo ganga
-partido polÃtico asociación
-maremoto mar
-avestruz huerto
-canela caramelo
-escoba polvo
-galaxia astrónomo
-zumo batido
-persiana cortina
-criminal delincuente
-cáncer de páncreas quimioterapia
-pasado antecedente
-Naciones Unidas Parlamento Europeo
-canción artista
-arma cuaderno
-acetilcolina iris
-alfabeto bolÃgrafo
-coro cantante
-madera manta
-soldado paz
-inglés americano
-lagarto cocodrilo
-dinero efectivo
-pulpo Paul pulpo
-calendario vacaciones
-base sustancia quÃmica
-gobierno lagartija
-JPY blanqueo de dinero
-DeepMind Google DeepMind
-ajedrez jaque
-soneto belleza
-trabajador oficina
-moneda intercambio
-poliéster algodón
-tribunal justicia
-cola retaguardia
-accidente libro
-borrasca viento
-piano armonÃa
-sultán ministerio
-desierto duna
-multiplicación división
-virus sangre
-glaciación estatuto
-espada medio ambiente
-escuela primaria bolÃgrafo
-crÃquet seguidor
-escultura estatua
-navegador web Mozilla Firefox
-Fox Terrier Canon
-HSBC Gran Bretaña
-Biblia Evangelio
-vestido baile
-matriz lista
-celda cárcel
-redacción deberes
-ordenador máquina
-oso panda oso polar
-neurosis mente
-campaña mono
-constante de Faraday mochila
-palacio rascacielos
-helicóptero avión
-Universidad de Cambridge Universidad de Oxford
-bandera pértiga
-ventana techo
-juego de cartas frisbee
-malware gusano
-planeta estrella
-corredor atleta
-calibre paraguas
-Wifi WikiLeaks
-sequÃa agua
-aeropuerto pieza
-orquesta banda
-mojito mojito
-temario examen
-teorema teorÃa
-yoyó juguete
-tormenta de nieve lluvia
-historiador historiógrafo
-Siemens tren eléctrico
-siglo año
-aleación acero
-magistrado juez
-caos clase
-educación a distancia Internet
-arena pie
-FMI Deutsche Bank
-Guardian Times
-gusano de seda Ruta de la Seda
-libertad oasis
-citoplasma dedo
-protestante cristiano
-Leonardo da Vinci La Última Cena
-mapa plaza
-parlamento congreso
-recaudación de fondos desarrollo
-patologÃa hematologÃa
-valle depresión
-telescopio silla
-heavy metal escenario
-globalismo visa
-murciélago vampiro
-diputado oficial
-electricidad funda
-extraterrestre forastero
-botón máquina de coser
-mago cable
-filósofo carreras
-palomitas cine
-agricultura planta
-poeta periodista
-clima ola
-civilización estilo de vida
-nieve hielo
-Segunda Guerra Mundial Beethoven
-placa madre placa base
-club marca
-Alejandro Magno conquistador
-aplicación galaxia
-computación en la nube lluvia
-televisión actor
-delta mar
-hilado hilo
-paso de cebra persona
-proteÃna pomo
-U2 Ronaldo
-Apple iPhone
-menta chicle
-póster papel
-UNICEF raÃz
-xenofobia racismo
-Woody Allen objetivo
-lámpara genio
-marina isla
-muro castillo
-dinosaurio elefante
-torre del reloj piedra
-Oriente Medio Éufrates
-prado pradera
-guitarra violÃn
-diplomacia negociación
-gravedad meteorito
-CI Mensa
-Union Jack bandera
-terremoto temblor
-activo existencias
-hebreo Jerusalén
-nubosidad pronóstico
-diccionario enciclopedia
-ceca museo
-silla taburete
-español humedad
-lata botella
-mosca hormiga
-mito sátira
-centro autobús
-cola Boeing 747-200
-obra de arte artista
-OTAN alianza
-rey gobernante
-ritmo cadencia
-Alexander Fleming penicilina
-flauta música
-garza real lago
-viscosidad salpicadura
-hardware funda
-anillo compromiso
-latÃn alemán
-clase obrera planta
-Shakespeare Dickens
-billete sacerdote
-herramienta trabajo
-jabalà enano suidae
-sufragio salida
-estrella brillo
-trucha guitarra
-dólar millonario
-dÃgito número
-vendaval manta
-Obama Clinton
-actor secundario pelÃcula
-Juventus Bayern Munich
-cambio climático precipitación
-IA baterÃa
-obra maestra Mona Lisa
-crimen ataque
-coronación agua
-vocalista personal
-desempate baloncesto
-fuerzas armadas defensa
-lago nube
-monasterio ducha
-lengua materna idioma
-puerto envoltorio
-demonio ángel
-criptograma sÃmbolo
-campus universidad
-libertad libertad
-tifón ciclón
-manual guÃa
-Ébola virus del Ébola
-princesa galleta
-tren tranvÃa
-ecosistema economÃa
-reina reinante dama
-oro zinc
-cursor patatas fritas
-Amazonas bosque
-tenis estadÃstica
-Bolzano teorema
-altitud conversión
-barco árbol
-trono espada
-algodón jersey
-cereza fresa
-Islam Corán
-neandertal deporte
-nepotismo rey
-personaje persona
-tanque coche
-Mercurio Júpiter
-bronquitis acetaminofeno
-sangre cuerpo
-islamofobia EI
-ganchillo uniforme
-Hadoop pantalla táctil
-combustible fósil fósil
-mutante sociobiologÃa
-hermana hermano
-lápiz historia
-eczema dermatitis
-emperador gobernador
-corona llave
-álgebra operación
-pistón motor
-beca matrÃcula
-libro manuscrito
-lantana boca de dragón
-agujero negro vacÃo
-Imperio persa Ciro
-editorial noticia
-decoración sobre
-tiburón ballena langosta
-maÃz mijo
-trastorno bipolar problema
-ácido base
-cero absoluto vapor
-revolución verde pintura
-sistema operativo aprendizaje profundo
-Olimpiada Internacional de Matemáticas teorÃa
-El Niño ecuador
-emblema vaso
-mansión escultor
-atmósfera ozono
-escudo broquel
-moneda pago
-avena campo
-monje cruz
-cañonero costa
-roca mina
-leyenda moraleja
-campeón ganador
-dados cubo
-topologÃa estructura
-capilla cable
-flujo de caja rÃo
-asesino en serie asesino
-matriz molécula
-moda estilo
-vexilologÃa bandera
-Tratado de Maastricht Europa
-géiser manantial
-sacarosa carbohidrato
-playa costa
-mercado de valores bolsa
-tradición artesanÃa
-novela escritor
-bocadillo Subway
-acústica sonido
-esgrima gimnasia
-escritor regalo
-bosque Tiger Woods
-nube ventana
-JPEG PDF
-director jefe
-impuesto Brexit
-polinización estambre
-videojuego juego de ordenador
-tratamiento operación quirúrgica
-arrozal patata
-apuntes tarea
-zorro glóbulo
-cloruro de sodio sal
-renta calidad de vida
-voluntad intención
-brújula elefante
-secuela cámara
-pelÃcula largometraje
-sargento pistola
-molino semilla
-helado desayuno
-llave cerradura
-móvil teléfono
-jardÃn de infancia preescolar
-mundo occidental Western Union
-plántula hoja
-lluvia granizo
-felicidad tristeza
-gusano de seda oruga
-surf deporte acuático
-coche camión
-comida programa
-novela gráfica tebeo
-serpiente lagartija
-piña smartphone
-fondo de pantalla fondo
-Celsius Microsoft
-cosechadora caña de azúcar
-vaqueros mujer
-matriz vector
-dióxido de carbono CO2
-entrenador jugador
-piedra madera
-cargador disco
-manuscrito artÃculo
-Gmail Yahoo
-condensador diodo
-corrupción fraude
-Coca Cola bebida de cola
-Platón Aristóteles
-Guerra FrÃa Unión Soviética
-boquilla fluido
-fonologÃa pantalla
-Zara mallas
-fútbol balompié
-germen patógeno
-república duque
-balón esfera
-Mozart Guerra de las Galaxias
-máscara fiesta
-Grand Theft Auto GTA
-autovÃa carretera
-reacción en cadena termodinámica
-ilustración ampolla
-antropologÃa arqueologÃa
-Dell Dingle
-zumo cuchara
-Pfizer medicamento
-camión paquete
-receptor molécula proteica
-Google Drive conductor
-multimillonario vagabundo
-episodio capÃtulo
-infinito cero
-criado esclavo
-sufijo afijo
-calentamiento global calor
-hormona del crecimiento somatotropina
-cielo sueño
-precio de licitación Londres
-fertilizante crecimiento
-hashtag tema
-Orión constelación
-Nietzsche Chelsea
-respeto mutuo competición
-rama brazo
-vÃctima teléfono
-desviación estándar acumulación
-avalancha nieve
-profesor estudiante
-ganado yogurt
-sexismo discriminación de género
-Polo Sur baile
-fiscal abogado
-raqueta pelota
-préstamo bancario deuda
-perspectiva distancia
-Federer Dylan
-abogado galerÃa
-esperanza de vida medida estadÃstica
-membrana plasmática provirus
-Unión Europea Moscú
-mundo Asia
-Paint Photoshop
-senado constitución
-perejil magdalena
-mente cerebro
-Mercedes Opel
-martillo dientes
-Renaissance Renacimiento
-falda reloj
-ópera cine
-profesor instructor
-Sol cable
-recesión PIB
-César Julio César
-paciente sesión
-conductismo terapia
-emperador constitución
-matemático espectáculo
-entropÃa información
-agua de rosas esencia de rosas
-cÃtrico pomelo
-Reina Victoria Inglaterra
-Juegos OlÃmpicos espÃritu
-obispo musulmán
-hombre sospechoso
-meteorito Tierra
-sÃmbolo señal
-antropologÃa Nueva York
-puesta de sol mesa
-pueblo ciudad
-chaqueta agua mineral
-naturaleza flora
-subrutina compilador
-Hamedan Roma
-paraguas radiador
-honor estima
-insignia dignidad
-KFC McDonald's
-joystick radar
-basmati arroz jazmÃn
-medalla zapatillas
-ley piscina
-fuente caja
-teatro baterÃa
-flora navegador web
-camisa rebeca
-poema ritmo
-profeta sacerdote
-Oscars estadio
-backgammon Go
-mariposa rosa
-valla salto
-nihilismo pelÃcula
-asteroide estrella
-revuelta dibujo
-ropa interior cuerpo
-Boeing avión
-cameo actuación
-semestre trimestre
-naranja cÃtrico
-glaciar calentamiento global
-túnel camino
diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/fa.test.data.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/fa.test.data.txt
deleted file mode 100644
index 8f4ddabe8d09e667788f7c4ba4295754e270baa0..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/fa.test.data.txt
+++ /dev/null
@@ -1,500 +0,0 @@
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-تÙÙ†Ú¯ دÙتریادداشت
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-انگلیسی آمریکایی
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-باز ماده شیمیایی
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-ین پولشویی
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-لایکا کنون
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-کتاب مقدس انجیل
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-آرایه لیست
-سلول زندان
-انشا تکلیÙ
-رایانه دستگاه
-پاندا خرس قطبی
-اختلال اعصاب ذهن
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-دانشگاه کمبریج دانشگاه آکسÙورد
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-سیاره ستاره
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-قضیه نظریه
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-زیمنس قطار برقی
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-گاردین تایمز
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-آزادی واØÙ‡
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-تلسکوپ صندلی
-هوی متال صØنه
-جهانی‌گرایی روادید
-Ø®Ùاش خون‌آشام
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-شاعر روزنامه‌نگار
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-اسکندرکبیر ÙاتØ
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-یوتو رونالدو
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-یونیس٠ریشه
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-وودی آلن لنز
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-ديوار قلعه
-دایناسور Ùیل
-برج‌ساعت سنگ
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-علÙ‌زار چمن‌زار
-گیتار ویولن
-دیپلماسی مذاکره
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-آی‌کیو منسا
-پرچم انگلستان پرچم
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-صندلی چهارپایه
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-قوطی بطری
-مگس مورچه
-اسطوره طنز
-مرکز شهر اتوبوس
-دم بوئینگ ۷۴۷-۲۰۰
-اثر هنری هنرمند
-ناتو اتØاد
-پادشاه Ùرمانروا
-نواخت آهنگ
-الکساندرÙلمینگ پنی‌سیلین
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-Øواصیل خاکستری دریاچه
-گرانروی شتک
-سخت‌اÙزار جعبه رایانه
-انگشتر عقد
-لاتین آلمانی
-طبقه کارگر کارخانه
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-ابزار شغل
-گراز کوتوله گراز
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-ستاره روشنایی
-قزل‌آلا گیتار
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-طوÙان پتو
-اوباما کلینتون
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-زبان مادری زبان
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-ابولا ویروس ابولا
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-قطار تراموا
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-طلا روی
-مکان‌نما چیپس
-آمازون جنگل
-تنیس آمار
-بولتسانو قضیه
-ارتÙاع تبدیل
-قایق درخت
-تخت‌ پادشاهی شمشیر
-پنبه ژاکت
-گیلاس توت‌Ùرنگی
-اسلام قرآن
-نئاندرتال ورزش
-خویشاوندسالاری پادشاه
-شخصیت آدم
-تانک خودرو
-عطارد مشتری
-برونشیت استامینوÙÙ†
-خون بدن
-اسلام‌هراسی داعش
-قلاب‌دوزی لباس Ùرم
-هدوپ صÙØÙ‡ لمسی
-سوخت Ùسیلی سنگواره
-جهش‌یاÙته زیست‌جامعه‌شناسی
-خواهر برادر
-مداد داستان
-اگزما درماتیت
-امپراطور Ùرماندار
-تاج‌ کلید
-جبر عمل
-پیستون موتور
-بورس تØصیلی شهریه
-کتاب کتاب خطی
-شاه‌پسند میمونی
-سیاهچاله خلاء
-امپراتوری ایران کورش
-سرمقاله اخبار
-دکوراسیون پاکت نامه
-کوسه نهنگ شاه‌میگو
-ذرت جواری
-اختلال دوقطبی مشکل
-اسید باز
-صÙر مطلق بخار
-انقلاب سبز رنگ
-سیستم‌عامل یادگیری عمیق
-المپیاد جهانی ریاضی نظریه
-ال‌نینو خط‌استوا
-نشان شیشه
-عمارت مجسمه ساز
-جو ازن
-Ù…ØاÙظ سپر
-سکه پرداخت
-جو مزرعه
-راهب سلیب
-ناوچه توپدار ساØÙ„
-سنگ معدن
-اÙسانه پند
-قهرمان برنده
-تاس مکعب
-مکان‌شناسی ساختار
-نمازخانه سیم
-جریان نقدی رودخانه
-قاتل زنجیره‌ای قاتل
-ماتریس ملکول
-مد سبک
-پرچم‌شناسی پرچم
-پیمان ماستریخت اروپا
-آب‌Ùشان چشمه
-ساکارز کربوهیدرات
-کنار دریا ساØÙ„
-بازار بورس بورس اوراق بهادار
-سنت صنایع دستی
-رمان نویسنده
-ساندویچ ساب‌وی
-صوت‌شناسی صدا
-شمشیربازی ژیمناستیک
-نویسنده هدیه
-بیشه‌زار تایگر وودز
-ابر پنجره
-جی‌پگ پی‌دی‌اÙ
-مدیر رئيس
-مالیات برگزیت
-گرده‌اÙشانی پرچم
-بازی ویدئویی بازی کامپيوتری
-درمان عمل جراØÛŒ
-برنج سیب‌زمینی
-یادداشت‌برداری تکلیÙ
-روباه سلول خون
-سدیم کلرید نمک
-درآمد Ú©ÛŒÙیت زندگی
-خواست قصد
-قطب‌نما Ùیل
-دنباله دوربین
-Ùیلم سینمایی Ùیلم
-گروهبان تÙÙ†Ú¯
-کارخانه دانه
-بستنی صبØانه
-کلید Ù‚ÙÙ„
-تلÙÙ† همراه تلÙÙ†
-کودکستان پيش‌دبستان
-جهان غرب وسترن یونیون
-جوانه برگ
-باران تگرگ
-خوشØالی ناراØتی
-کرم ابریشم کرم پیله ساز
-موج‌سواری ورزش آبی
-ماشین کامیون
-غذا برنامه
-داستان مصور کتاب کامیک
-مار مارمولک
-سیب گوشی هوشمند
-والپیپر دیواربرگ
-سلسیوس مایکروساÙت
-کمباین نیشکر
-شلوار جین زن
-ماتریس بردار
-دی‌اکسید کربن گازکربنیک
-مربی بازیکن
-سنگ چوب
-شارژر دیسک
-نسخه خطی مقاله
-جیمیل یاهو
-خازن دیود
-Ùساد کلاه‌برداری
-کوکاکولا کوکا
-اÙلاطون ارسطو
-جنگ سرد شوروی
-سرشلنگ مایع
-صداشناسی صÙØÙ‡ نمایش
-زارا ساق‌پوش
-Ùوتبال آمریکایی Ùوتبال
-بیمارگر پاتوژن
-جمهوری دوک
-توپ کره
-موتزارت جنگ ستارگان
-نقاب مهمانی
-اتومبیل‌دزدی بزرگ جی‌تی‌ای
-بزرگراه جاده
-واکنش زنجیره‌ای ترمودینامیک
-تصویرسازی تاول
-انسان‌شناسی باستان‌شناسی
-دل دینگل
-آبمیوه قاشق
-Ùایزر دارو
-کامیون بسته
-گیرنده ملکول پروتئین
-گوگل‌درایو راننده
-میلیاردر بی‌خانمان
-بخش Ùصل
-بینهایت صÙر
-خدمتکار غلام
-پسوند وند
-گرمایش جهانی گرما
-هورمون رشد سوماتوتروپین
-آسمان خواب
-قیمت پیشنهادی خرید لندن
-کود رشد
-برچسب موضوع
-شکارچی صورت ÙÙ„Ú©ÛŒ
-نیچه چلسی
-اØترام متقابل رقابت
-شاخه بازو
-قربانی تلÙÙ†
-انØرا٠معیار تجمیع
-بهمن برÙ
-معلم دانش‌آموز
-گاو ماست
-تبعیض جنسیتی جنسیت‌زدگی
-قطب جنوب رقص
-دادستان وکیل
-راکت توپ
-وام قرض
-پرسپکتیو Ùاصله
-Ùدرر دیلن
-وکیل نمایشگاه
-امید به زندگی شاخص آماری
-غشای سلول پروویروس
-اتØادیه اروپا مسکو
-جهان آسیا
-پینت Ùتوشاپ
-مجلس سنا قانون اساسی
-جعÙری ماÙین
-ذهن Ù…Ùز
-مرسدس اوپل
-چکش دندان
-رنسانس عصر نوزایی
-دامن ساعت
-اپرا سینما
-معلم آموزگار
-خورشید کابل
-بØران اقتصادی تولید ناخالص داخلی
-سزار قیصر
-بیمار جلسه
-رÙتارگرایی درمان
-امپراتور قانون اساسی
-ریاضی‌دان نمایش
-آنتروپی اطلاعات
-گلاب روغن گل‌سرخ
-مرکبات گریپ‌Ùروت
-ملکه ویکتوریا انگلیس
-بازی‌های المپیک روØ
-اسق٠مسلمان
-مرد مظنون
-شهاب‌سنگ زمین
-سمبل نشانه
-انسان‌شناسی نیویورک
-غروب میز
-شهرک شهر
-ژاکت آب‌ معدنی
-طبیعت گیاه
-رویه کامپایلر
-همدان رم
-چتر بخاری
-اÙتخار عزت
-نشان اÙتخار کرامت
-کی‌اÙ‌سی مک‌دونالد
-جوی‌استیک رادار
-باسماتی برنج ژاسمین
-مدال Ú©ÙØ´ ورزشی
-قانون استخر
-منبع جعبه
-تئاتر باتری
-گیا مرورگر وب
-لباس ژاکت
-شعر وزن
-پیامبر کشیش
-اسکار استادیوم
-تخته نرد گو
-پروانه رز
-Øصار پرش
-پوچ‌گرایی Ùیلم
-سیارک ستاره
-شورش نقاشی
-لباس زیر بدن
-بوئینگ هواپیما
-تک‌جلوه اجرا
-نیم‌سال تØصیلی ترم‌تØصیلی
-پرتقال مرکبات
-یخچال طبیعی گرمایش جهانی
-تونل مسیر
diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/it.test.data.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/it.test.data.txt
deleted file mode 100644
index ed528fcb8a75f5ae357dcd84759924054be44cc2..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/it.test.data.txt
+++ /dev/null
@@ -1,500 +0,0 @@
-Joule astronave
-Terra Promessa Baku
-macchina bicicletta
-poliedro attore
-sclerosi multipla sclerosi a placche
-faglia sistema
-arma elmetto
-sceneggiatore televisione
-Nazioni Unite Ban Ki-moon
-Si-o-se Pol ponte matematico
-basilica mosaico
-acquerello pennello
-democrazia monarchia
-Gauss scienziato
-tubercolosi led
-auto senza conducente auto autonoma
-apocalisse fuoco
-velocità posto
-PlayStation Wii
-portatile computer portatile
-Harry Potter mago
-snowboard sci
-puntatore diapositiva
-sensore radiatore
-colpo cornice
-teoria ipotesi
-Wall Street mercato finanziario
-Darwin evoluzione
-attore attrice
-film teatro
-inno nazionale patriottismo
-schermo monitor
-caseificio miele
-monte Everest Chomolungma
-tiro alla fune Scale e Serpenti
-pesticida parassita
-poliziotto politico
-neuropsicologia parapsicologia
-batteria energia
-Legion d'onore cancelleria
-Uomo Ragno strada
-penisola isola
-equatore Ecuador
-diagramma grafico
-simulazione robotica
-Nike Adidas
-società cultura
-gioco di strategia strategia
-chiesa cattedrale
-traduttore straniero
-biotopo biologia
-magma vulcano
-brainstorming telescopio
-livello punteggio
-centesimo affare
-partito politico associazione
-tsunami mare
-struzzo frutteto
-cannella caramella
-scopa polvere
-galassia astronomo
-succo frappè
-tapparella tenda
-criminale colpevole
-cancro al pancreas chemioterapia
-passato antecedente
-Nazioni Unite Parlamento Europeo
-canzone esecutore
-pistola taccuino
-acetilcolina iride
-alfabeto penna
-coro cantante
-legno coperta
-soldato pace
-inglese americano
-lucertola coccodrillo
-denaro contante
-Polpo Paul polpo
-calendario vacanza
-base sostanza chimica
-governo lucertola
-JPY riciclaggio di denaro
-DeepMind Google DeepMind
-scacchi scacco al re
-sonetto bellezza
-lavoratore ufficio
-valuta scambio
-poliestere cotone
-tribunale giustizia
-coda retro
-incidente libro
-groppo vento
-piano armonia
-sultano ministero
-deserto duna
-moltiplicazione divisione
-virus sangue
-era glaciale statuto
-spada ambiente
-scuola elementare penna
-cricket sostenitore
-scultura statua
-browser Mozilla Firefox
-Fox Terrier Canon
-HSBC Gran Bretagna
-Bibbia Vangelo
-vestito danza
-array lista
-cella gattabuia
-saggio compito a casa
-computer macchina
-panda orso polare
-nevrosi mente
-campagna scimmia
-costante di Faraday zaino
-palazzo grattacielo
-elicottero aereo
-Università di Cambridge Università di Oxford
-bandiera asta
-finestra tetto
-gioco di carte frisbee
-malware worm
-pianeta stella
-corridore atleta
-calibro ombrello
-WiFi WikiLeaks
-siccità acqua
-aeroporto pezzo
-orchestra banda
-mojito mohito
-programma esame
-teorema teoria
-yo-yo giocattolo
-tormenta pioggia
-storico storiografo
-Siemens treno elettrico
-secolo anno
-lega acciaio
-magistrato giudice
-caos classe
-formazione a distanza internet
-sabbia piede
-IMF Deutsche Bank
-Guardian Times
-baco da seta Via della Seta
-libertà oasi
-citoplasma dito
-protestante cristiano
-Leonardo da Vinci L'Ultima Cena
-mappa piazza
-parlamento congresso
-raccolta fondi sviluppo
-patologia ematologia
-valle depressione
-telescopio sedia
-heavy metal palco
-globalismo visto
-pipistrello vampiro
-deputato dirigente
-elettricità cassa
-forestiero straniero
-bottone macchina da cucire
-mago cavo
-filosofo corsa
-popcorn cinema
-agricoltura pianta
-poeta giornalista
-tempo onda
-civiltà stile di vita
-neve ghiaccio
-Seconda Guerra Mondiale Beethoven
-scheda madre scheda madre
-circolo marchio
-Alessandro Magno conquistatore
-app galassia
-cloud computing pioggia
-televisione attore
-delta mare
-filato filo
-attraversamento pedonale persona
-proteina maniglia
-U2 Ronaldo
-Apple iPhone
-menta piperita gomma
-poster carta
-UNICEF radice
-xenofobia razzismo
-Woody Allen lente
-lampada genio
-marina militare isola
-muro castello
-dinosauro elefante
-torre dell'orologio pietra
-medio oriente Eufrate
-prato prateria
-chitarra violino
-diplomazia negoziato
-gravità meteora
-QI Mensa
-Union Jack bandiera
-terremoto scossa
-patrimonio azione
-ebreo Gerusalemme
-nuvolosità previsione
-dizionario enciclopedia
-zecca museo
-sedia sgabello
-spagnolo umiditÃ
-lattina bottiglia
-mosca formica
-mito satira
-centro della città autobus
-coda Boeing 747-200
-opera d'arte artista
-NATO alleanza
-re sovrano
-ritmo cadenza
-Alexander Fleming penicillina
-flauto musica
-airone cenerino lago
-viscosità spruzzo
-hardware case
-anello fidanzamento
-latino tedesco
-classe operaia fabbrica
-Shakespeare Dickens
-banconota prete
-strumento lavoro
-cinghiale nano suidi
-suffragio uscita
-stella luminositÃ
-trota chitarra
-dollaro milionario
-cifra numero
-burrasca coperta
-Obama Clinton
-personaggio secondario film
-Juventus Bayern Monaco
-cambiamento climatico precipitazione
-IA batteria
-capolavoro Gioconda
-crimine aggressione
-incoronazione acqua
-vocalista pentagramma
-spareggio pallacanestro
-forze armate difesa
-lago nuvola
-monastero doccia
-lingua madre lingua
-porto incarto
-demonio angelo
-crittogramma simbolo
-campus universitÃ
-libertà libertÃ
-tifone ciclone
-manuale guida turistica
-Ebola virus Ebola
-principessa biscotto
-treno tram
-ecosistema economia
-regina regnante regina degli scacchi
-oro zinco
-cursore patatine fritte
-Rio delle Amazzoni foresta
-tennis statistica
-Bolzano teorema
-altitudine conversione
-barca albero
-trono spada
-cotone maglione
-ciliegia fragola
-Islam Corano
-Neanderthal sport
-nepotismo re
-personaggio persona
-cisterna vagone
-Mercurio Giove
-bronchite acetaminofene
-sangue corpo
-islamofobia ISIS
-uncinetto uniforme
-Hadoop touchscreen
-combustibile fossile fossile
-mutante sociobiologia
-sorella fratello
-matita storia
-eczema dermatite
-imperatore governatore
-corona chiave
-algebra operazione
-pistone motore
-borsa di studio retta
-libro manoscritto
-lantana bocca di leone
-buco nero vuoto
-Impero Persiano Ciro
-editoriale notizia
-decorazione busta
-squalo balena aragosta
-mais granturco
-disturbo bipolare problema
-acido base
-zero assoluto vapore
-rivoluzione verde vernice
-sistema operativo deep learning
-olimpiadi internazionali di matematica teoria
-El Niño equatore
-distintivo vetro
-dimora scultore
-atmosfera ozono
-scudo brocchiero
-moneta pagamento
-avena campo
-monaco croce
-cannoniera costa
-roccia miniera
-leggenda morale
-campione vincitore
-dado cubo
-topologia struttura
-cappella cavo
-flusso di cassa fiume
-serial killer assassino
-matrice molecola
-moda stile
-vessillologia bandiera
-trattato di Maastricht Europa
-geyser sorgente
-saccarosio carboidrato
-spiaggia costa
-mercato azionario borsa
-tradizione artigianato
-romanzo scrittore
-panino Subway
-acustica suono
-scherma ginnastica
-scrittore regalo
-bosco Tiger Woods
-nuvola finestra
-JPEG PDF
-regista capo
-tassa Brexit
-impollinazione stame
-videogioco gioco per PC
-cura operazione chirurgica
-risaia patata
-appunti compito
-volpe cellula del sangue
-cloruro di sodio sale
-reddito qualità della vita
-volontà intenzione
-bussola elefante
-seguito macchina fotografica
-film pellicola
-sergente pistola
-mulino seme
-gelato colazione
-chiave serratura
-cellulare telefono
-scuola materna asilo
-mondo occidentale Western Union
-piantina foglia
-pioggia grandine
-felicità tristezza
-baco da seta bruco
-surf sport acquatico
-macchina camion
-cibo programma
-romanzo a fumetti fumetto
-serpente lucertola
-ananas smartphone
-sfondo del desktop sfondo
-Celsius Microsoft
-mietitrebbia canna da zucchero
-jeans donna
-matrice vettore
-anidride carbonica CO2
-allenatore giocatore
-sasso legno
-caricabatteria disco
-manoscritto articolo
-Gmail Yahoo
-condensatore diodo
-corruzione frode
-Coca Cola coca
-Platone Aristotele
-guerra fredda Unione Sovietica
-ugello fluido
-fonologia schermo
-Zara leggings
-gioco del calcio calcio
-germe agente patogeno
-repubblica duca
-palla sfera
-Mozart Guerre stellari
-maschera festa
-Grand Theft Auto GTA
-autostrada strada
-reazione a catena termodinamica
-illustrazione vescica
-antropologia archeologia
-Dell Dingle
-succo cucchiaio
-Pfizer medicinale
-camion pacco
-recettore molecola proteica
-Google Drive driver
-miliardario senzatetto
-episodio capitolo
-infinito zero
-servo schiavo
-suffisso affisso
-riscaldamento globale calore
-ormone della crescita somatotropina
-cielo sogno
-prezzo di offerta Londra
-fertilizzante crescita
-hashtag argomento
-Orione costellazione
-Nietzsche Chelsea
-rispetto reciproco competizione
-ramo braccio
-vittima telefono
-deviazione standard accumulazione
-valanga neve
-insegnante studente
-bestiame yogurt
-sessismo discriminazione di genere
-Polo Sud danza
-pubblico ministero avvocato
-racchetta palla
-mutuo debito
-prospettiva distanza
-Federer Dylan
-avvocato galleria
-aspettativa di vita misura statistica
-membrana cellulare provirus
-Unione Europea Mosca
-mondo Asia
-Paint Photoshop
-senato costituzione
-prezzemolo muffin
-mente cervello
-Mercedes Opel
-martello dente
-Rinascimento Rinascimento
-gonna orologio
-opera cinema
-insegnante istruttore
-Sole cavo
-recessione PIL
-Cesare Giulio Cesare
-paziente sessione
-comportamentismo terapia
-imperatore costituzione
-matematico spettacolo
-entropia informazione
-acqua di rose olio di rosa
-agrume pompelmo
-Regina Vittoria Inghilterra
-Giochi Olimpici spirito
-vescovo musulmano
-uomo sospetto
-meteorite Terra
-simbolo segno
-antropologia New York
-tramonto tavolo
-cittadina cittÃ
-giacca acqua minerale
-natura flora
-subroutine compilatore
-Hamadan Roma
-ombrello stufa
-onore stima
-insegna dignitÃ
-KFC McDonald's
-joystick radar
-basmati riso jasmine
-medaglia scarpe da ginnastica
-legge piscina
-sorgente scatola
-teatro batteria
-flora web browser
-camicia cardigan
-poema ritmo
-profeta prete
-Oscar stadio
-backgammon Go
-farfalla rosa
-recinto salto
-nichilismo film
-asteroide stella
-sommossa disegno
-intimo corpo
-Boeing aereo
-cameo interpretazione
-semestre quadrimestre
-arancia agrume
-ghiacciaio riscaldamento globale
-galleria percorso
diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/de.test.gold.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/de.test.gold.txt
deleted file mode 100644
index 2ddf8edeb0c5b5f6aa62e64b6e9d86c64e551b53..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/de.test.gold.txt
+++ /dev/null
@@ -1,500 +0,0 @@
-0.25
-0.33
-2.67
-0.42
-4.0
-0.08
-1.92
-0.83
-2.08
-3.0
-1.25
-1.75
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diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/en.test.gold.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/en.test.gold.txt
deleted file mode 100644
index 2baaf0b90ef9294fc9f5b0398d470eb501038984..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/en.test.gold.txt
+++ /dev/null
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diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/es.test.gold.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/es.test.gold.txt
deleted file mode 100644
index 2f421ae8041dd2404685f1df34e2d0c610e5fe75..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/es.test.gold.txt
+++ /dev/null
@@ -1,500 +0,0 @@
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diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/fa.test.gold.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/fa.test.gold.txt
deleted file mode 100644
index 0ef480ba584f3a63a244054d9056915173c450f9..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/fa.test.gold.txt
+++ /dev/null
@@ -1,500 +0,0 @@
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diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/it.test.gold.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/it.test.gold.txt
deleted file mode 100644
index a4eeab7922b2798e9f1631665d9cd95779b209b0..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/keys/it.test.gold.txt
+++ /dev/null
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diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/output/de.test.bpemb_og.output-mean.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/output/de.test.bpemb_og.output-mean.txt
deleted file mode 100644
index 9643865e2f62814a018be6a7301c3bd5beea1759..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/output/de.test.bpemb_og.output-mean.txt
+++ /dev/null
@@ -1,500 +0,0 @@
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diff --git a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/output/de.test.bpemb_og.output.txt b/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/output/de.test.bpemb_og.output.txt
deleted file mode 100644
index 970337a27040561946e710a9e93389486e4d2ddd..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/output/de.test.bpemb_og.output.txt
+++ /dev/null
@@ -1,363 +0,0 @@
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diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/de.trial.data.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/de.trial.data.txt
deleted file mode 100644
index dc2bdce4370f4189879bc7c7c55d1d770982a484..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/de.trial.data.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-Sonnenuntergang Leine
-Bank Sitz
-Zimmer Gebäude
-Informatik Mathematik
-New York Washington
-Auto Wagen
-Heiler Psychologe
-Tastatur Licht
-Nase Kopf
-Rind Fleisch
-Biologe Mikroskop
-Volleyball Ball
-Fernseher Kino
-Adler Falke
-Fahrrad Haut
-Science-Fiction Komödie
-Baum Blatt
-Versuch Test
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/en.trial.data.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/en.trial.data.txt
deleted file mode 100644
index b339bddaa3d45796ed39cc774de1ae3257b3073d..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/en.trial.data.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-sunset string
-bank seat
-room building
-computer science mathematics
-New York Washington
-automobile car
-curandero psychologist
-keyboard light
-nose head
-beef meat
-biologist microscope
-volleyball ball
-television cinema
-eagle falcon
-bike skin
-science fiction comedy
-tree leaf
-trial test
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/es.trial.data.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/es.trial.data.txt
deleted file mode 100644
index 1cf601644c17d462b3c47e3f0e3618a19a076d82..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/es.trial.data.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-puesta de sol cuerda
-banco asiento
-habitación edificio
-informática matemáticas
-Nueva York Washington
-automóvil coche
-curandero psicólogo
-teclado luz
-nariz cabeza
-ternera carne
-biólogo microscopio
-voleibol pelota
-televisión cine
-águila halcón
-bicicleta piel
-ciencia ficción comedia
-árbol rama
-juicio examen
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/fa.trial.data.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/fa.trial.data.txt
deleted file mode 100644
index 58cecb6dfbd8ea070ea0dccb0035a1de6e9f7643..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/fa.trial.data.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-غروب ریسمان
-بانک صندلی
-اتاق ساختمان
-علوم کامپیوتر ریاضی
-نیویورک واشنگتن
-اتومبیل ماشین
-طبیب روانشناس
-کیبورد چراغ
-بینی سر
-گوشت گاو گوشت
-بیولوژیست میکروسکوپ
-والیبال توپ
-تلویزیون سینما
-عقاب شاهین
-دوچرخه پوست
-علمی تخیلی کمدی
-درخت برگ
-آزمایش تست
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/it.trial.data.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/it.trial.data.txt
deleted file mode 100644
index f609fb55cb9a163252898ff88d8bb7754f02e4a6..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/data/it.trial.data.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-tramonto corda
-banca seduta
-stanza edificio
-informatica matematica
-New York Washington
-automobile macchina
-curandero psicologo
-tastiera luce
-naso testa
-manzo carne
-biologo microscopio
-pallavolo palla
-televisione cinema
-aquila falco
-bicicletta pelle
-fantascienza commedia
-albero foglia
-giudizio test
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/de.trial.gold.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/de.trial.gold.txt
deleted file mode 100644
index 81a66784197727847a4dae9435dfed7f9745a245..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/de.trial.gold.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-0.06
-3.31
-2.16
-2.91
-3.34
-3.8
-3.19
-0.4
-2.88
-2.98
-1.13
-1.72
-3.13
-3.75
-0.0
-3.09
-2.13
-2.38
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/en.trial.gold.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/en.trial.gold.txt
deleted file mode 100644
index 15bec3b71350e8ae8c473548da1a37296f4af9d6..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/en.trial.gold.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-0.05
-1.02
-2.11
-3.1
-3.62
-3.82
-2.63
-0.24
-2.72
-3.36
-1.08
-1.47
-2.98
-3.72
-0.02
-2.78
-2.01
-2.52
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/es.trial.gold.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/es.trial.gold.txt
deleted file mode 100644
index 5b36c4091e45059f73cf542e2e0fcdd2a209dfb5..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/es.trial.gold.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-0.01
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-3.16
-3.67
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-3.58
-0.09
-2.88
-2.21
-2.89
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/fa.trial.gold.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/fa.trial.gold.txt
deleted file mode 100644
index a2b11566dbd715428928c10d88fde0947b430f4e..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/fa.trial.gold.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-0.05
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-3.54
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-0.31
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-3.28
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-3.17
-3.45
-0.07
-2.84
-2.08
-3.22
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/it.trial.gold.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/it.trial.gold.txt
deleted file mode 100644
index 89f8faa143e40821e8313aadc363fa681a75573d..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/keys/it.trial.gold.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-0.07
-0.97
-1.99
-3.0
-3.41
-3.73
-2.41
-0.32
-2.31
-3.1
-1.27
-2.09
-3.0
-3.59
-0.21
-2.98
-2.22
-2.75
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/de.trial.sample.output.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/de.trial.sample.output.txt
deleted file mode 100644
index 9b7abc36217fc12d4cd200e8ee7157627717ceee..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/de.trial.sample.output.txt
+++ /dev/null
@@ -1,18 +0,0 @@
--1
-1
-0
-0.5
-0.8
-1
-0.5
--1
-0.5
-0.5
--0.5
-0
-0.5
-1
--1
-0.5
-0
-0.2
\ No newline at end of file
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/en.trial.sample.output.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/en.trial.sample.output.txt
deleted file mode 100644
index 3a72db7929401ca2deaab232d23e5ac5621a8bd3..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/en.trial.sample.output.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-0.011
-0.221
-0.822
-0.345
-0.678
-0.521
-0.032
-0.112
-0.445
-0.780
-0.001
-0.234
-0.346
-0.552
-0.902
-0.852
-0.213
-0.522
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/es.trial.sample.output.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/es.trial.sample.output.txt
deleted file mode 100644
index 3a72db7929401ca2deaab232d23e5ac5621a8bd3..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/es.trial.sample.output.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-0.011
-0.221
-0.822
-0.345
-0.678
-0.521
-0.032
-0.112
-0.445
-0.780
-0.001
-0.234
-0.346
-0.552
-0.902
-0.852
-0.213
-0.522
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/fa.trial.sample.output.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/fa.trial.sample.output.txt
deleted file mode 100644
index 3a72db7929401ca2deaab232d23e5ac5621a8bd3..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/fa.trial.sample.output.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-0.011
-0.221
-0.822
-0.345
-0.678
-0.521
-0.032
-0.112
-0.445
-0.780
-0.001
-0.234
-0.346
-0.552
-0.902
-0.852
-0.213
-0.522
diff --git a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/it.trial.sample.output.txt b/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/it.trial.sample.output.txt
deleted file mode 100644
index 3a72db7929401ca2deaab232d23e5ac5621a8bd3..0000000000000000000000000000000000000000
--- a/semeval2017-task2/SemEval17-Task2/trial/subtask1-monolingual/output/it.trial.sample.output.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-0.011
-0.221
-0.822
-0.345
-0.678
-0.521
-0.032
-0.112
-0.445
-0.780
-0.001
-0.234
-0.346
-0.552
-0.902
-0.852
-0.213
-0.522
diff --git a/standard_eval_bpemb.py b/standard_eval_bpemb.py
deleted file mode 100644
index b61be9193195a72b3f37018b16edfde8a20a5a16..0000000000000000000000000000000000000000
--- a/standard_eval_bpemb.py
+++ /dev/null
@@ -1,42 +0,0 @@
-# Running standard evaluation on imported byte-pair embeddings to get baseline for reimplementation
-
-# Importing byte-pair embeddings for German from https://github.com/bheinzerling/bpemb
-import numpy as np
-from itertools import chain
-from bpemb import BPEmb
-from sklearn.metrics.pairwise import cosine_similarity as cosine
-
-bpemb_de = BPEmb(lang="de", dim=300, vs=100000)
-print(type(bpemb_de))
-
-# Check presence of WEAT words in vocab
-A = ["Peter", "Daniel", "Hans", "Thomas", "Andreas", "Martin", "Markus", "Michael",
-"Maria", "Anna", "Ursula", "Ruth", "Monika", "Elisabeth", "Verena", "Sandra"]
-B = ["Ladina", "Fatima", "Fatma", "Alma", "Soraya", "Svetlana", "Elif", "Vesna",
-"Mehmet", "Mustafa", "Aleksandar", "Mohamed", "Ibrahim", "Dragan", "Hasan", "Mohammad"]
-X = ["Spaß", "Liebe", "Frieden", "wunderbar", "Freude", "Lachen", "Glück"]
-Y = ["Qual", "furchtbar", "schrecklich", "übel", "böse", "Krieg", "scheußlich", "Versagen"]
-
-WEAT_words = list(chain(*[A, B, X, Y]))
-
-for w in WEAT_words:
- num_subwords = len(bpemb_de.encode_ids(w))
- if num_subwords != 1:
- print("Wort: ", w, ", subwords: ", bpemb_de.encode(w))
-
-
-def get_word_embedding(word, model):
- """Calculate word embeddings from subword embeddings of a word"""
- subword_embeddings = model.embed(word) # may also be just one
- return np.sum(subword_embeddings, axis=0) # sum and mean only minimial differences in similarities and no difference in correlation scores
-
-
-# Create SemEval output
-with open("/home/aileen/heiBOX/BA/bias-mitigation-ba/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/output/de.test.bpemb_og.output-mean.txt", mode="w", encoding="utf-8") as output:
- with open("/home/aileen/heiBOX/BA/bias-mitigation-ba/semeval2017-task2/SemEval17-Task2/test/subtask1-monolingual/data/de.test.data.txt", mode="r", encoding="utf-8") as input:
- for line in input.readlines():
- word1, word2 = line.split("\t")
- embd1 = get_word_embedding(word1, bpemb_de)
- embd2 = get_word_embedding(word2, bpemb_de)
- sim = cosine(embd1.reshape(1, -1), embd2.reshape(1, -1))[0][0] # reshape as requested by sklearn
- output.write(str(sim)+"\n")
diff --git a/vectors.txt b/vectors.txt
deleted file mode 100644
index f96830216546572620aae1ce42a025b07e438dfe..0000000000000000000000000000000000000000
--- a/vectors.txt
+++ /dev/null
@@ -1,47 +0,0 @@
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diff --git a/weat_reproduction.ipynb b/weat_reproduction.ipynb
deleted file mode 100644
index 9aa86e49f85146c9456c5f849ee6819d65f0deb3..0000000000000000000000000000000000000000
--- a/weat_reproduction.ipynb
+++ /dev/null
@@ -1 +0,0 @@
-{"cells":[{"cell_type":"code","source":["%pip install fasttext"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TDMLSALE4IbP","executionInfo":{"status":"ok","timestamp":1656630423098,"user_tz":-120,"elapsed":43412,"user":{"displayName":"Aileen Reichelt","userId":"10071323451527789561"}},"outputId":"728a7261-d8a8-4d4d-fb4c-814eb610832f"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting fasttext\n"," Downloading fasttext-0.9.2.tar.gz (68 kB)\n","\u001b[K |████████████████████████████████| 68 kB 5.6 MB/s \n","\u001b[?25hCollecting pybind11>=2.2\n"," Using cached pybind11-2.9.2-py2.py3-none-any.whl (213 kB)\n","Requirement already satisfied: setuptools>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from fasttext) (57.4.0)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from fasttext) (1.21.6)\n","Building wheels for collected packages: fasttext\n"," Building wheel for fasttext (setup.py) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for fasttext: filename=fasttext-0.9.2-cp37-cp37m-linux_x86_64.whl size=3147155 sha256=13a827f90ae8b3c24461ea6b9808b9c7364185257c4312b5b0dcd4bc6ef014e1\n"," Stored in directory: /root/.cache/pip/wheels/4e/ca/bf/b020d2be95f7641801a6597a29c8f4f19e38f9c02a345bab9b\n","Successfully built fasttext\n","Installing collected packages: pybind11, fasttext\n","Successfully installed fasttext-0.9.2 pybind11-2.9.2\n"]}]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bJD6jAi74Qvl","executionInfo":{"status":"ok","timestamp":1656630678637,"user_tz":-120,"elapsed":31722,"user":{"displayName":"Aileen Reichelt","userId":"10071323451527789561"}},"outputId":"39664670-2e77-4c06-e3f3-2038d25cad90"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"3F_XXAic4GT6"},"outputs":[],"source":["from sklearn.metrics.pairwise import cosine_similarity as cosine\n","import numpy as np\n","from itertools import combinations, islice\n","import fasttext"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"0Cfc4Heu4GT_"},"outputs":[],"source":["np.random.seed(42)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"_scMqMc84GUA"},"outputs":[],"source":["# names and words as per Kurpicz-Briki 2020\n","# vectors copied and pasted from output file \"vectors.txt\" which got produced by weat_reproduction_vectors.py\n","X = {\n"," \"Peter\": [1.30510051e-03, -5.08842617e-03, 3.75517942e-02, 1.08466148e-02, 2.76715644e-02, 3.42287235e-02, -5.58771901e-02, 5.22472449e-02, 2.01407429e-02, -7.32279420e-02, 1.15079228e-02, 4.67902049e-03, -4.27846387e-02, -1.41070317e-03, 1.89671982e-02, 1.08954664e-02, 1.56221300e-01, -5.51430732e-02, -1.95362568e-02, 5.61355799e-02, 5.54958582e-02, -2.62831300e-02, -1.13851223e-02, 3.80259473e-03, 1.39492126e-02, 2.39284802e-02, -6.71362830e-03, -7.43165985e-03, -7.58671714e-03, 2.37719901e-02, -1.22724488e-01, -2.37718690e-02, -2.32288502e-02, -3.39118689e-02, -2.48577818e-02, 6.65033562e-03, -6.42682286e-03, -2.34186649e-04, -5.13004623e-02, 5.27133346e-02, 3.29300351e-02, -4.53031901e-03, 8.23754668e-02, -5.83701301e-04, -3.57623622e-02, -5.65942563e-03, 4.85159829e-02, 7.93073475e-02, 2.81627011e-03, 1.16489619e-01, -8.09962582e-03, 5.25344256e-03, -1.82690099e-04, -1.15161482e-02, 4.87077143e-03, 2.27340609e-02, -2.42659319e-02, 1.23414462e-02, 1.28962696e-02, 8.45453609e-03, -3.16633023e-02, -6.35160878e-03, -1.64190754e-02, -2.06807479e-02, -1.45387053e-02, -4.31240611e-02, 7.04212040e-02, 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-2.34463643e-02, -2.66914424e-02, -4.92406776e-03, -3.64634395e-02, -7.65622035e-02, -1.39979608e-02, 1.78422835e-02, 2.49008965e-02, 3.78775671e-02, -2.09846366e-02, 4.57040742e-02, 2.61497088e-02, 2.69888248e-03, -6.63390709e-03, 2.29781936e-03, 1.03185121e-02, 1.02985306e-02, -4.24420042e-03, 7.17425570e-02, 2.40989719e-02, 2.71775723e-02, 4.63960087e-03]\n","}"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"3jBNZs0j4GUN"},"outputs":[],"source":["# Load model into colab drive\n","!gunzip /content/drive/MyDrive/BA/cc.de.300.bin.gz -c > /content/cc.de.300.bin"]},{"cell_type":"code","source":["ft = fasttext.load_model(\"/content/cc.de.300.bin\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iiH8HL2nk_Ov","executionInfo":{"status":"ok","timestamp":1656630815500,"user_tz":-120,"elapsed":626,"user":{"displayName":"Aileen Reichelt","userId":"10071323451527789561"}},"outputId":"0707886a-fdc7-4ad3-cf96-f0ca50ddd365"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["Warning : `load_model` does not return WordVectorModel or SupervisedModel any more, but a `FastText` object which is very similar.\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vmXRe3O34GUP"},"outputs":[],"source":["# Check if all the words are in the model vocabulary\n","ft = fasttext.load_model(\"/content/cc.de.300.bin\")\n","for words in [A, B, X, Y]:\n"," for word in words:\n"," if word not in ft:\n"," print(f\"{word} not in vocabulary\")"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"VbaSa5KC4GUR"},"outputs":[],"source":["def attribute_association_s(word_vector, attr_set1, attr_set2):\n"," reshaped_word_vector = np.array(word_vector).reshape(1, -1)\n"," sims1 = [cosine(reshaped_word_vector, np.array(vec).reshape(1, -1)) for vec in list(attr_set1.values())]\n"," sims2 = [cosine(reshaped_word_vector, np.array(vec).reshape(1, -1)) for vec in list(attr_set2.values())]\n"," return np.mean(sims1) - np.mean(sims2)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"79qgg0Ee4GUQ"},"outputs":[],"source":["def differential_association_s(target1, target2, attr1, attr2):\n"," sum1 = sum([attribute_association_s(vec, attr1, attr2) for vec in list(target1.values())])\n"," sum2 = sum([attribute_association_s(vec, attr1, attr2) for vec in list(target2.values())])\n"," return sum1 - sum2"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e6HGjHFS4GUS","executionInfo":{"status":"ok","timestamp":1656630837877,"user_tz":-120,"elapsed":588,"user":{"displayName":"Aileen Reichelt","userId":"10071323451527789561"}},"outputId":"23e74142-a9a0-4d1c-fe07-cab5c57182d0"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.6236329753981266"]},"metadata":{},"execution_count":11}],"source":["original_diff_association = differential_association_s(X, Y, A, B)\n","original_diff_association"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"OYrYOo4Z4GUT"},"outputs":[],"source":["def cohens_d(target1, target2, attr1, attr2):\n"," mean1 = np.mean([attribute_association_s(x, attr1, attr2) for x in list(target1.values())])\n"," mean2 = np.mean([attribute_association_s(x, attr1, attr2) for x in list(target2.values())])\n"," join = list(target1.values()) + (list(target2.values()))\n"," joint_association = [attribute_association_s(x, attr1, attr2) for x in join]\n"," stddev = np.std(joint_association)\n"," return (mean1 - mean2) / stddev"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"U3xW8KHu4GUV","executionInfo":{"status":"ok","timestamp":1656630846296,"user_tz":-120,"elapsed":626,"user":{"displayName":"Aileen Reichelt","userId":"10071323451527789561"}},"outputId":"5f8f26e5-b941-4835-817b-761e41b229b1"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["1.3178826180185343"]},"metadata":{},"execution_count":13}],"source":["cohens_d(X, Y, A, B)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"2bVhqL7c4GUW"},"outputs":[],"source":["def permutations(target1, target2):\n"," join = list(target1.keys()) + list(target2.keys())\n"," combs = list(islice(combinations(join, int(len(join)/2)), 100000))\n"," first_groups = []\n"," second_groups = []\n"," for c in combs:\n"," rest = []\n"," for e in join:\n"," if e not in c:\n"," rest.append(e)\n"," first_groups.append(c)\n"," second_groups.append(rest)\n"," return first_groups, second_groups "]},{"cell_type":"code","execution_count":null,"metadata":{"id":"LaCXCNDh4GUX"},"outputs":[],"source":["X_i, Y_i = permutations(X, Y)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"rtLo55zP4GUX"},"outputs":[],"source":["def p_value(comparison, X_perms, Y_perms, target1, target2, attr1, attr2):\n"," counter = 0\n"," joint_dict = {**target1, **target2} # to easily get access to all word-vector pairs\n"," for i, _ in enumerate(X_perms):\n"," print(i, end=\"\\r\") # progress indicator\n"," X_subset = dict() # in A_perms there are only the keys, we need the values (vectors) back\n"," for key in X_perms[i]:\n"," X_subset[key] = joint_dict[key]\n"," Y_subset = dict()\n"," for key in Y_perms[i]:\n"," Y_subset[key] = joint_dict[key]\n"," if differential_association_s(X_subset, Y_subset, A, B) > comparison: # why not >=?\n"," counter += 1\n"," return counter"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7NxAxxFX4GUY","executionInfo":{"status":"ok","timestamp":1656643004616,"user_tz":-120,"elapsed":10008709,"user":{"displayName":"Aileen Reichelt","userId":"10071323451527789561"}},"outputId":"27ca131b-b077-4a0d-b0d5-4ab1735c5524"},"outputs":[{"output_type":"stream","name":"stdout","text":[""]},{"output_type":"execute_result","data":{"text/plain":["147"]},"metadata":{},"execution_count":18}],"source":["p_value_count = p_value(original_diff_association, X_i, Y_i, X, Y, A, B)\n","p_value_count/100000"]}],"metadata":{"interpreter":{"hash":"a4920fb32b6031dd460b788b209f98e92a11c7dc559d382140b62028ad10923d"},"kernelspec":{"display_name":"Python 3.8.10 ('bias-venv': venv)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.10"},"orig_nbformat":4,"colab":{"name":"weat_reproduction.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":0}
\ No newline at end of file
diff --git a/weat_reproduction.py b/weat_reproduction.py
deleted file mode 100755
index b09b824ee762fd9fe57f22105df671d56b09ce16..0000000000000000000000000000000000000000
--- a/weat_reproduction.py
+++ /dev/null
@@ -1,18 +0,0 @@
-#!/usr/bin/env python3
-
-""".py version of WEAT reproduction efforts"""
-
-import fasttext
-
-if __name__ == "__main__":
- model = fasttext.load_model("cc.de.300.bin")
- A = ["Peter", "Daniel", "Hans", "Thomas", "Andreas", "Martin", "Markus", "Michael",
- "Maria", "Anna", "Ursula", "Ruth", "Monika", "Elisabeth", "Verena", "Sandra"]
- B = ["Ladina", "Fatima", "Fatma", "Alma", "Soraya", "Svetlana", "Elif", "Vesna",
- "Mehmet", "Mustafa", "Aleksandar", "Mohamed", "Ibrahim", "Dragan", "Hasan", "Mohammad"]
- X = ["Spaß", "Liebe", "Frieden", "wunderbar", "Freude", "Lachen", "Glück"]
- Y = ["Qual", "furchtbar", "schrecklich", "übel", "böse", "Krieg", "scheußlich", "Versagen"]
-
- for L in [A, B, X, Y]:
- for name in L:
- print(f"name: {name}, vector: {model.get_word_vector(name)}")
diff --git a/weat_reproduction_vectors.py b/weat_reproduction_vectors.py
deleted file mode 100644
index 11e3c5e0da42163b7425b3fbd901c75df0bbe855..0000000000000000000000000000000000000000
--- a/weat_reproduction_vectors.py
+++ /dev/null
@@ -1,18 +0,0 @@
-"""Loading and checking of relevant fasttext vectors [from fasttext .vec format!]"""
-
-with open("cc.de.300.vec", "r", encoding='utf-8') as f:
- data = {}
- for line in f.readlines():
- tokens = line.rstrip().split(' ')
- data[tokens[0]] = map(float, tokens[1:])
-
-A = ["Peter", "Daniel", "Hans", "Thomas", "Andreas", "Martin", "Markus", "Michael",
-"Maria", "Anna", "Ursula", "Ruth", "Monika", "Elisabeth", "Verena", "Sandra"]
-B = ["Ladina", "Fatima", "Fatma", "Alma", "Soraya", "Svetlana", "Elif", "Vesna",
-"Mehmet", "Mustafa", "Aleksandar", "Mohamed", "Ibrahim", "Dragan", "Hasan", "Mohammad"]
-X = ["Spaß", "Liebe", "Frieden", "wunderbar", "Freude", "Lachen", "Glück"]
-Y = ["Qual", "furchtbar", "schrecklich", "übel", "böse", "Krieg", "scheußlich", "Versagen"]
-
-for L in [A, B, X, Y]:
- for name in L:
- print(name + " vector: " + data[name])