diff --git a/data/in/sentence_summarization_vocab.txt b/data/in/sentence_summarization_vocab.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cc82057c074a2aae5e4fd6dcf4ff4b03818eeab4
--- /dev/null
+++ b/data/in/sentence_summarization_vocab.txt
@@ -0,0 +1,68882 @@
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+pears
+all-natural
+lifecycle
+physiologist
+earnestly
+doozy
+pretense
+furnishing
+pensive
+etc.
+meyerhoff
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+inhabits
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+well-versed
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+cauthen
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+inimitable
+american-british
+compounded
+aspin
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+concierges
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+doubletake
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+refrigerants
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+oat
+reframe
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+players-only
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+nourish
+usc-notre
+b-#s
+colonia
+lafraniere
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+nordland
+enlivened
+spokes
+bowdoin
+preyed
+bearak
+bruins#lightning#
+wrko
+clanton
+hilmi
+five-letter
+pre-existing
+bc-housing-seattle-spi
+buttermilk
+sangiovese
+gantlet
+athleticism
+biosystems
+fluency
+nautilus
+cleaner-burning
+tejeda
+kiszla
+travaglini
+inefficiencies
+mcginty
+sciolino
+h-#b
+foster-care
+julfikar
+manik
+can-do
+varicose
+gosman
+grunow
+party-line
+heinle
+pse&amp;g
+animates
+dubilier
+fil-estate
+khadafy
+sabretech
+shawnee
+travelers\/aetna
+routier
+usx-u.s.
+jenrette
+mercantil
+hudek
+stansky
+drug-addicted
+cotswolds
+darlin
+teterboro
+dramatics
+jehl
+glints
+outrace
+hedline
+bc-bba-levesque-column-spi
+lafave
+gretel
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+fresher
+ex-player
+hootenanny
+kingdoms
+wynne
+cushy
+totenberg
+forfeitures
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+mydans
+dflers
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+minutiae
+sign-ups
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+well-acted
+coveting
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+covington
+acker
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+post-cold-war
+hazen
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+kishkovsky
+brazoban
+erbil
+million-year
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+carpetbagger
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+climatologist
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+azocar
+centocor
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+nutritionist
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+menninger
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+brow
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+habla
+connivance
+choong
+equestrians
+#c-share
+cyrk
+megaworld
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+decontrol
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+fogarty
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+navellier
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+contiguglia
+lowlife
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+cholesterol-fighting
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+powlus
+arsenio
+summery
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+turbodyne
+governess
+defang
+octane
+fennel
+atwitter
+e-marketplaces
+peppy
+tedford
+healtheon\/webmd
+starbird
+revista
+muni-bond
+komansky
+mcteer
+tiaa-cref
+bndes
+byebye
+wfan
+bf###
+dmci
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+southie
+karp
+falluja
+post-production
+mundial
+gritz
+kci
+proviso
+sparingly
+zernike
+morgenson
+drudgery
+clal
+lipper
+deconstructing
+sequent
+iacenda
+fiduciary
+insect-resistant
+masonry
+mckyer
+jw
+mulberry
+corroborating
+cremins
+basha
+merten
+fadiman
+internet-only
+yuks
+houlihan
+fraschilla
+sherrard
+minkow
+bibliophile
+travieso
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+wakaluk
+customize
+speedometer
+fubu
+gowanus
+saf-t-lok
+sivensa
+laer
+nipsco
+gladchuk
+manually
+gana
+presarios
+conveniently
+anointing
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+colbun
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+small-college
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+##.#-mln-usd
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+sino-kuwaiti
+acetic
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+cssc
+earthen
+xining
+sino-ethiopian
+light-airplane
+fpi
+ching-ling
+sihanoukville
+inter-parliament
+tsohatzopoulos
+beijing-guangzhou
+famen
+one-all
+zaiqing
+zhiyong
+nassiriya
+aquiculture
+cross-sex
+cng-run
+myanmars
+placings\/standings
+china-peru
+fist-####
+sino-malaysian
+tarar
+interport
+snow-plagued
+sanna
+hongda
+govt-mqm
+geoparks
+socio-cultural
+multi-functional
+de-sinicizing
+lanzhou-chongqing
+jointly-funded
+shanghai-hk
+newly-born
+optimizes
+antalya
+kathmandu-lhasa
+zimbabwea
+jan-jun
+under-secretary-general
+internatinal
+scandal-torn
+dprk-u.s.
+pm-nominee
+edskating
+cpaffc
+dujuan
+utut
+gas-fueled
+ex-dk
+govnt
+ttp
+uemoa
+ayyash
+law-maker
+mudslide-flattened
+thaad
+menedez
+francophony
+yalin
+kliugin
+zijlaard
+ranarridh
+china-cambodia
+clinton-assad
+sanxingdui
+yuanmou
+sudan-icc
diff --git a/data/in/summarized_sentences.pkl b/data/in/summarized_sentences.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..54454f8ac920ce1a745e314be0787bcc4c353a58
Binary files /dev/null and b/data/in/summarized_sentences.pkl differ
diff --git a/evaluation.py b/evaluation.py
index 30bdb5640b11f8f4f7f02f0e2323400166b7dd93..9c7df434bfe3ad4d26d74c2c141a4f227efde178 100644
--- a/evaluation.py
+++ b/evaluation.py
@@ -2,6 +2,7 @@ import csv
 from datetime import datetime
 from tilse.data import timelines
 from tilse.evaluation import rouge
+import numpy as np
 
 import util
 
@@ -17,10 +18,14 @@ def evaluate(timeline, gold_timelines):
     ground_truth = timelines.GroundTruth([tilse_format(gold_timeline) for gold_timeline in gold_timelines])
 
     eval_result = evaluator.evaluate_align_date_content_costs_many_to_one(timeline, ground_truth)
+    ar1_p = eval_result['rouge_1']['precision']
+    ar1_r = eval_result['rouge_1']['recall']
     ar1_f = eval_result['rouge_1']['f_score']
+    ar2_p = eval_result['rouge_2']['precision']
+    ar2_r = eval_result['rouge_2']['recall']
     ar2_f = eval_result['rouge_2']['f_score']
 
-    return ar1_f, ar2_f
+    return ar1_p, ar1_r, ar1_f, ar2_p, ar2_r, ar2_f
 
 
 def date_f1(timeline, gold_timeline):
@@ -49,7 +54,7 @@ class ResultLogger:
         pass
 
     def add_result(self, topic, gold_timeline_name, avg_gold_sentences, avg_system_sentences, avg_gold_tokens,
-                   avg_system_tokens, ar1_f, ar2_f, date_f):
+                   avg_system_tokens, ar1_p, ar1_r, ar1_f, ar2_p, ar2_r, ar2_f, date_f):
         self.results.append({
             'topic': topic,
             'gold_timeline': gold_timeline_name,
@@ -57,16 +62,34 @@ class ResultLogger:
             'avg_system_sentences': avg_system_sentences,
             'avg_gold_tokens': avg_gold_tokens,
             'avg_system_tokens': avg_system_tokens,
+            'ar1_p': ar1_p,
+            'ar1_r': ar1_r,
             'ar1_f': ar1_f,
+            'ar2_p': ar2_p,
+            'ar2_r': ar2_r,
             'ar2_f': ar2_f,
             'date_f1': date_f
         })
 
     def average_scores(self):
+        avg_ar1_p = util.avg([row['ar1_p'] for row in self.results])
+        avg_ar1_r = util.avg([row['ar1_r'] for row in self.results])
         avg_ar1_f = util.avg([row['ar1_f'] for row in self.results])
+        avg_ar2_p = util.avg([row['ar2_p'] for row in self.results])
+        avg_ar2_r = util.avg([row['ar2_r'] for row in self.results])
         avg_ar2_f = util.avg([row['ar2_f'] for row in self.results])
         avg_date_f = util.avg([row['date_f1'] for row in self.results])
-        return avg_ar1_f, avg_ar2_f, avg_date_f
+        return avg_ar1_p, avg_ar1_r, avg_ar1_f, avg_ar2_p, avg_ar2_r, avg_ar2_f, avg_date_f
+
+    def stdev_scores(self):
+        std_ar1_p = np.std([row['ar1_p'] for row in self.results])
+        std_ar1_r = np.std([row['ar1_r'] for row in self.results])
+        std_ar1_f = np.std([row['ar1_f'] for row in self.results])
+        std_ar2_p = np.std([row['ar2_p'] for row in self.results])
+        std_ar2_r = np.std([row['ar2_r'] for row in self.results])
+        std_ar2_f = np.std([row['ar2_f'] for row in self.results])
+        std_date_f = np.std([row['date_f1'] for row in self.results])
+        return std_ar1_p, std_ar1_r, std_ar1_f, std_ar2_p, std_ar2_r, std_ar2_f, std_date_f
 
     def average_stats(self):
         avg_gold_sentences = util.avg([row['avg_gold_sentences'] for row in self.results])
@@ -76,15 +99,18 @@ class ResultLogger:
         return avg_gold_sentences, avg_system_sentences, avg_gold_tokens, avg_system_tokens
 
     def print_average_scores(self):
-        avg_ar1_f, avg_ar2_f, avg_date_f1 = self.average_scores()
-        print(f'average AR1-F: {avg_ar1_f}\taverage AR2-F: {avg_ar2_f}\taverage Date F: {avg_date_f1}')
+        _, _, avg_ar1_f, _, _, avg_ar2_f, avg_date_f = self.average_scores()
+        print(f'average AR1-F: {avg_ar1_f}\taverage AR2-F: {avg_ar2_f}\taverage Date F: {avg_date_f}')
 
     def save_to_file(self, filename):
-        avg_ar1_f, avg_ar2_f, avg_date_f1 = self.average_scores()
+        avg_ar1_p, avg_ar1_r, avg_ar1_f, avg_ar2_p, avg_ar2_r, avg_ar2_f, avg_date_f = self.average_scores()
+        std_ar1_p, std_ar1_r, std_ar1_f, std_ar2_p, std_ar2_r, std_ar2_f, std_date_f = self.stdev_scores()
         avg_gold_sentences, avg_system_sentences, avg_gold_tokens, avg_system_tokens = self.average_stats()
         with open(filename, 'w', encoding='utf-8') as f:
-            w = csv.DictWriter(f, ['topic', 'gold_timeline', 'avg_gold_sentences', 'avg_system_sentences',
-                                   'avg_gold_tokens', 'avg_system_tokens', 'ar1_f', 'ar2_f', 'date_f1'], delimiter=';')
+            w = csv.DictWriter(f, [
+                'topic', 'gold_timeline', 'avg_gold_sentences', 'avg_system_sentences', 'avg_gold_tokens',
+                'avg_system_tokens', 'ar1_p', 'ar1_r', 'ar1_f', 'ar2_p', 'ar2_r', 'ar2_f', 'date_f1'
+            ], delimiter=';')
             w.writeheader()
             w.writerows(self.results)
             w.writerow({
@@ -94,7 +120,26 @@ class ResultLogger:
                 'avg_system_sentences': avg_system_sentences,
                 'avg_gold_tokens': avg_gold_tokens,
                 'avg_system_tokens': avg_system_tokens,
+                'ar1_p': avg_ar1_p,
+                'ar1_r': avg_ar1_r,
                 'ar1_f': avg_ar1_f,
+                'ar2_p': avg_ar2_p,
+                'ar2_r': avg_ar2_r,
                 'ar2_f': avg_ar2_f,
-                'date_f1': avg_date_f1
+                'date_f1': avg_date_f
+            })
+            w.writerow({
+                'topic': 'stdev',
+                'gold_timeline': '',
+                'avg_gold_sentences': '',
+                'avg_system_sentences': '',
+                'avg_gold_tokens': '',
+                'avg_system_tokens': '',
+                'ar1_p': std_ar1_p,
+                'ar1_r': std_ar1_r,
+                'ar1_f': std_ar1_f,
+                'ar2_p': std_ar2_p,
+                'ar2_r': std_ar2_r,
+                'ar2_f': std_ar2_f,
+                'date_f1': std_date_f
             })
diff --git a/run.py b/run.py
index 3ad471d7d5fc08226e9b0bf4aac632f4e00bb2fe..2ede05991211b1b298392c7582022c44d59f1170 100644
--- a/run.py
+++ b/run.py
@@ -27,8 +27,16 @@ def main(args):
             print(f'Topic {topic}, gold timeline {gold_timeline_name}')
 
             by_tokens = args.length_constraint == 'tokens'
+            shorten_sentences = args.shorten_sentences
+            shortening_length = args.shortening_length
+            resolve_unks = args.resolve_unks
 
-            timeline = timeline_generation.make_timeline(articles, gold_timeline, keywords, by_tokens)
+            timeline = timeline_generation.make_timeline(articles, gold_timeline, keywords, by_tokens,
+                                                         shorten_sentences, shortening_length, resolve_unks)
+
+            if not timeline:
+                print('    the generated timeline is empty - skipping evaluation of this one')
+                continue
 
             if args.print_timelines:
                 timeline_generation.print_timeline(timeline)
@@ -38,15 +46,16 @@ def main(args):
                 timeline_generation.save_timeline_to_file(timeline, filename)
 
             if args.evaluate:
-                ar1_f, ar2_f = evaluation.evaluate(timeline, [gold_timeline])
+                ar1_p, ar1_r, ar1_f, ar2_p, ar2_r, ar2_f = evaluation.evaluate(timeline, [gold_timeline])
                 date_f = evaluation.date_f1(timeline, gold_timeline)
                 avg_gold_sentences = evaluation.avg_num_sentences_in_timeline(gold_timeline)
                 avg_system_sentences = evaluation.avg_num_sentences_in_timeline(timeline)
                 avg_gold_tokens = evaluation.avg_num_tokens_in_timeline(gold_timeline)
                 avg_system_tokens = evaluation.avg_num_tokens_in_timeline(timeline)
                 print(f'AR1-F: {ar1_f}\tAR2-F: {ar2_f}\tDate F: {date_f}')
-                eval_results.add_result(topic, gold_timeline_name, avg_gold_sentences, avg_system_sentences,
-                                        avg_gold_tokens, avg_system_tokens, ar1_f, ar2_f, date_f)
+                eval_results.add_result(topic, gold_timeline_name,
+                                        avg_gold_sentences, avg_system_sentences, avg_gold_tokens, avg_system_tokens,
+                                        ar1_p, ar1_r, ar1_f, ar2_p, ar2_r, ar2_f, date_f)
 
     if args.evaluate:
         eval_results.print_average_scores()
@@ -56,19 +65,37 @@ def main(args):
 
 if __name__ == '__main__':
     parser = argparse.ArgumentParser()
-    parser.add_argument('--dataset', type=str, choices=['timeline17', 'crisis', 'entities'], help='the dataset to use',
+    parser.add_argument('--dataset',
+                        type=str,
+                        choices=['timeline17', 'crisis', 'entities'],
+                        help='the dataset to use',
                         required=True)
-    parser.add_argument('--length_constraint', type=str, choices=['sentences', 'tokens'], default='sentences',
+    parser.add_argument('--length_constraint',
+                        type=str,
+                        choices=['sentences', 'tokens'], default='sentences',
                         help='what constraint to impose on the length of the generated timeline '
-                             '(number of setences or number of tokens',
-                        required=True)
+                             '(number of sentences or number of tokens)')
+    parser.add_argument('--shorten_sentences',
+                        type=str,
+                        choices=['never', 'before_summarization', 'after_summarization'], default='never',
+                        help='whether to apply shortening to sentences, and if so, when '
+                             '(directly before or after the summary is generated from candidate sentences)')
+    parser.add_argument('--shortening_length',
+                        type=int,
+                        choices=[8, 10, 12], default=8,
+                        help='maximum number of tokens in the shortened sentences '
+                             '(only applies if --shorten_sentences is not "never")')
+    parser.add_argument('--resolve_unks',
+                        action='store_true',
+                        help='whether to try resolving UNK tokens lost during sentence shortening'
+                             '(only applies if --shorten_sentences is not "never")')
     parser.add_argument('--print_timelines',
                         action='store_true',
                         help='whether to print the timelines to the console after generating them')
     parser.add_argument('--timeline_output_path',
                         type=str,
-                        help='a directory to save the generated timeline files '
-                             '(if this argument is not present, timelines will only be printed to the console)')
+                        help='a directory to save the generated timeline files (if this argument is not present, '
+                             'timelines will only be printed to the console)')
     parser.add_argument('--evaluate',
                         action='store_true',
                         help='whether to evaluate the timelines after generating them')
diff --git a/sentence_summarization.py b/sentence_summarization.py
new file mode 100644
index 0000000000000000000000000000000000000000..807175c60f9aa0d2f75dbf455fa6663d763dec12
--- /dev/null
+++ b/sentence_summarization.py
@@ -0,0 +1,57 @@
+from Bio import pairwise2
+
+import pickle
+import string
+
+summarized_sentences = pickle.load(open('data/in/summarized_sentences.pkl', 'rb'))
+with open('data/in/sentence_summarization_vocab.txt', encoding='utf-8') as f:
+    vocab = [line.strip() for line in f.readlines() if line.strip()]
+
+
+def summarization(sentence, num_tokens, do_deunk=True):
+    try:
+        summarized_sentence = summarized_sentences[sentence.lower()][num_tokens]
+        if do_deunk:
+            summarized_sentence = deunk(sentence, summarized_sentence)
+        return summarized_sentence
+    except KeyError:
+        print(sentence)
+        with open('missing-sentences_' + str(num_tokens) + '.txt', 'a', encoding='utf-8') as f:
+            f.write(sentence + '\n')
+        return sentence
+
+
+def deunk(sentence, summarized_sentence):
+    sentence = sentence.split()
+    summarized_sentence = summarized_sentence.split()
+
+    num_unks = len([w for w in summarized_sentence if w == 'UNK'])
+    candidates_by_unk = [[] for _ in range(num_unks)]
+
+    # find the highest-scoring alignments
+    alignments = pairwise2.align.globalxx(sentence, summarized_sentence, gap_char=[0])
+
+    # determine what the UNK corresponds to in each alignment
+    # and add it to the list of candidates for that UNK
+    for alignment in alignments:
+        unk_indices = [i for i, w in enumerate(alignment.seqB) if w == 'UNK']
+        for k, i in enumerate(unk_indices):
+            candidate = alignment.seqA[i]
+            if candidate != 0 and candidate not in string.punctuation and candidate not in vocab:
+                candidates_by_unk[k].append(alignment.seqA[i])
+
+    # find the best candidate for each UNK
+    # (just take the most common item, and fall back to UNK if there are ever no candidates for some reason)
+    unk_replacements = [max(candidates, key=candidates.count) if candidates else 'UNK'
+                        for candidates in candidates_by_unk]
+
+    # replace each UNK with its best candidate
+    for i, w in enumerate(summarized_sentence):
+        if w == 'UNK':
+            summarized_sentence[i] = unk_replacements.pop(0)
+
+    return ' '.join(summarized_sentence)
+
+
+if __name__ == '__main__':
+    print(summarization('and this was on - going in egypt before january 25 .', 10))
diff --git a/timeline_generation.py b/timeline_generation.py
index 039deca61d2bd6e569f7c002723e2487c878fb09..0c03e3cd411d997f0fb2bc3aef981693ec06fbff 100644
--- a/timeline_generation.py
+++ b/timeline_generation.py
@@ -5,10 +5,11 @@ import date_selection
 import evaluation
 import sentence_selection
 import summarization
+import sentence_summarization
 import util
 
 
-def make_timeline(articles, gold_timeline, keywords, by_tokens):
+def make_timeline(articles, gold_timeline, keywords, by_tokens, shorten_sentences, shortening_length, resolve_unks):
     timeline = {}
 
     num_dates = len(gold_timeline)
@@ -38,12 +39,28 @@ def make_timeline(articles, gold_timeline, keywords, by_tokens):
         if not candidate_sentences:
             continue
 
+        # shorten sentences if needed
+        if shorten_sentences == 'before_summarization':
+            new_candidate_sentences = []
+            for i in range(len(candidate_sentences)):
+                new_candidate_sentences.append({
+                    'text': sentence_summarization.summarization(candidate_sentences[i]['text'], shortening_length,
+                                                                 resolve_unks),
+                    'mentioned_dates': candidate_sentences[i]['mentioned_dates']
+                })
+            candidate_sentences = new_candidate_sentences
+
         # build summary for date
         summary_for_date = summarization.summarize(candidate_sentences, vectorizer, keywords, by_tokens=by_tokens,
                                                    num_sentences=avg_num_sentences, num_tokens=avg_num_tokens)
         if not summary_for_date:
             continue
 
+        # shorten sentences if needed
+        if shorten_sentences == 'after_summarization':
+            summary_for_date = [sentence_summarization.summarization(sentence, 8, resolve_unks)
+                                for sentence in summary_for_date]
+
         timeline[date] = summary_for_date
 
     # sort timeline by date