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AISB hackathon -- story comprehension
Raw
Readme.md

Automated story comprehension

This notebook shows how to extract background knowledge and relations from a story text. To this end, we use Stanford's NLP parser available to download here.

We parsed the following story (story.txt file):

Mary was sleeping.
Her phone rang.
She was annoyed.
Mary answered the phone.
Ann told the good news to Mary.

with

java -cp "*" -Xmx2g edu.stanford.nlp.pipeline.StanfordCoreNLP -annotators tokenize,ssplit,pos,lemma,ner,parse,dcoref -file story.txt

This resulted in an xml file story.txt.xml that contains all the necessary data to extract relevant information from the story.

The next step is to extract this information and represent it as Prolog facts. To this end, we wrote the Python code included below.

Raw
story.txt
Mary was sleeping.
Her phone rang.
She was annoyed.
Mary answered the phone.
Ann told the good news to Mary.
Raw
story.txt.xml
<?xml version="1.0" encoding="UTF-8"?>
<?xml-stylesheet href="CoreNLP-to-HTML.xsl" type="text/xsl"?>
<root>
<document>
<sentences>
<sentence id="1">
<tokens>
<token id="1">
<word>Mary</word>
<lemma>Mary</lemma>
<CharacterOffsetBegin>0</CharacterOffsetBegin>
<CharacterOffsetEnd>4</CharacterOffsetEnd>
<POS>NNP</POS>
<NER>PERSON</NER>
<Speaker>PER0</Speaker>
</token>
<token id="2">
<word>was</word>
<lemma>be</lemma>
<CharacterOffsetBegin>5</CharacterOffsetBegin>
<CharacterOffsetEnd>8</CharacterOffsetEnd>
<POS>VBD</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="3">
<word>sleeping</word>
<lemma>sleep</lemma>
<CharacterOffsetBegin>9</CharacterOffsetBegin>
<CharacterOffsetEnd>17</CharacterOffsetEnd>
<POS>VBG</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="4">
<word>.</word>
<lemma>.</lemma>
<CharacterOffsetBegin>17</CharacterOffsetBegin>
<CharacterOffsetEnd>18</CharacterOffsetEnd>
<POS>.</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
</tokens>
<parse>(ROOT (S (NP (NNP Mary)) (VP (VBD was) (VP (VBG sleeping))) (. .))) </parse>
<dependencies type="basic-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">sleeping</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">sleeping</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="aux">
<governor idx="3">sleeping</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">sleeping</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">sleeping</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">sleeping</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="aux">
<governor idx="3">sleeping</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">sleeping</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-ccprocessed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">sleeping</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">sleeping</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="aux">
<governor idx="3">sleeping</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">sleeping</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">sleeping</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">sleeping</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="aux">
<governor idx="3">sleeping</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">sleeping</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-plus-plus-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">sleeping</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">sleeping</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="aux">
<governor idx="3">sleeping</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">sleeping</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
</sentence>
<sentence id="2">
<tokens>
<token id="1">
<word>Her</word>
<lemma>she</lemma>
<CharacterOffsetBegin>19</CharacterOffsetBegin>
<CharacterOffsetEnd>22</CharacterOffsetEnd>
<POS>PRP$</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="2">
<word>phone</word>
<lemma>phone</lemma>
<CharacterOffsetBegin>23</CharacterOffsetBegin>
<CharacterOffsetEnd>28</CharacterOffsetEnd>
<POS>NN</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="3">
<word>rang</word>
<lemma>ring</lemma>
<CharacterOffsetBegin>29</CharacterOffsetBegin>
<CharacterOffsetEnd>33</CharacterOffsetEnd>
<POS>VBD</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="4">
<word>.</word>
<lemma>.</lemma>
<CharacterOffsetBegin>33</CharacterOffsetBegin>
<CharacterOffsetEnd>34</CharacterOffsetEnd>
<POS>.</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
</tokens>
<parse>(ROOT (S (NP (PRP$ Her) (NN phone)) (VP (VBD rang)) (. .))) </parse>
<dependencies type="basic-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">rang</dependent>
</dep>
<dep type="nmod:poss">
<governor idx="2">phone</governor>
<dependent idx="1">Her</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">rang</governor>
<dependent idx="2">phone</dependent>
</dep>
<dep type="punct">
<governor idx="3">rang</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">rang</dependent>
</dep>
<dep type="nmod:poss">
<governor idx="2">phone</governor>
<dependent idx="1">Her</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">rang</governor>
<dependent idx="2">phone</dependent>
</dep>
<dep type="punct">
<governor idx="3">rang</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-ccprocessed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">rang</dependent>
</dep>
<dep type="nmod:poss">
<governor idx="2">phone</governor>
<dependent idx="1">Her</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">rang</governor>
<dependent idx="2">phone</dependent>
</dep>
<dep type="punct">
<governor idx="3">rang</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">rang</dependent>
</dep>
<dep type="nmod:poss">
<governor idx="2">phone</governor>
<dependent idx="1">Her</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">rang</governor>
<dependent idx="2">phone</dependent>
</dep>
<dep type="punct">
<governor idx="3">rang</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-plus-plus-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">rang</dependent>
</dep>
<dep type="nmod:poss">
<governor idx="2">phone</governor>
<dependent idx="1">Her</dependent>
</dep>
<dep type="nsubj">
<governor idx="3">rang</governor>
<dependent idx="2">phone</dependent>
</dep>
<dep type="punct">
<governor idx="3">rang</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
</sentence>
<sentence id="3">
<tokens>
<token id="1">
<word>She</word>
<lemma>she</lemma>
<CharacterOffsetBegin>35</CharacterOffsetBegin>
<CharacterOffsetEnd>38</CharacterOffsetEnd>
<POS>PRP</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="2">
<word>was</word>
<lemma>be</lemma>
<CharacterOffsetBegin>39</CharacterOffsetBegin>
<CharacterOffsetEnd>42</CharacterOffsetEnd>
<POS>VBD</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="3">
<word>annoyed</word>
<lemma>annoy</lemma>
<CharacterOffsetBegin>43</CharacterOffsetBegin>
<CharacterOffsetEnd>50</CharacterOffsetEnd>
<POS>VBN</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="4">
<word>.</word>
<lemma>.</lemma>
<CharacterOffsetBegin>50</CharacterOffsetBegin>
<CharacterOffsetEnd>51</CharacterOffsetEnd>
<POS>.</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
</tokens>
<parse>(ROOT (S (NP (PRP She)) (VP (VBD was) (ADJP (VBN annoyed))) (. .))) </parse>
<dependencies type="basic-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">annoyed</dependent>
</dep>
<dep type="nsubjpass">
<governor idx="3">annoyed</governor>
<dependent idx="1">She</dependent>
</dep>
<dep type="auxpass">
<governor idx="3">annoyed</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">annoyed</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">annoyed</dependent>
</dep>
<dep type="nsubjpass">
<governor idx="3">annoyed</governor>
<dependent idx="1">She</dependent>
</dep>
<dep type="auxpass">
<governor idx="3">annoyed</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">annoyed</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-ccprocessed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">annoyed</dependent>
</dep>
<dep type="nsubjpass">
<governor idx="3">annoyed</governor>
<dependent idx="1">She</dependent>
</dep>
<dep type="auxpass">
<governor idx="3">annoyed</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">annoyed</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">annoyed</dependent>
</dep>
<dep type="nsubjpass">
<governor idx="3">annoyed</governor>
<dependent idx="1">She</dependent>
</dep>
<dep type="auxpass">
<governor idx="3">annoyed</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">annoyed</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-plus-plus-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="3">annoyed</dependent>
</dep>
<dep type="nsubjpass">
<governor idx="3">annoyed</governor>
<dependent idx="1">She</dependent>
</dep>
<dep type="auxpass">
<governor idx="3">annoyed</governor>
<dependent idx="2">was</dependent>
</dep>
<dep type="punct">
<governor idx="3">annoyed</governor>
<dependent idx="4">.</dependent>
</dep>
</dependencies>
</sentence>
<sentence id="4">
<tokens>
<token id="1">
<word>Mary</word>
<lemma>Mary</lemma>
<CharacterOffsetBegin>52</CharacterOffsetBegin>
<CharacterOffsetEnd>56</CharacterOffsetEnd>
<POS>NNP</POS>
<NER>PERSON</NER>
<Speaker>PER0</Speaker>
</token>
<token id="2">
<word>answered</word>
<lemma>answer</lemma>
<CharacterOffsetBegin>57</CharacterOffsetBegin>
<CharacterOffsetEnd>65</CharacterOffsetEnd>
<POS>VBD</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="3">
<word>the</word>
<lemma>the</lemma>
<CharacterOffsetBegin>66</CharacterOffsetBegin>
<CharacterOffsetEnd>69</CharacterOffsetEnd>
<POS>DT</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="4">
<word>phone</word>
<lemma>phone</lemma>
<CharacterOffsetBegin>70</CharacterOffsetBegin>
<CharacterOffsetEnd>75</CharacterOffsetEnd>
<POS>NN</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="5">
<word>.</word>
<lemma>.</lemma>
<CharacterOffsetBegin>75</CharacterOffsetBegin>
<CharacterOffsetEnd>76</CharacterOffsetEnd>
<POS>.</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
</tokens>
<parse>(ROOT (S (NP (NNP Mary)) (VP (VBD answered) (NP (DT the) (NN phone))) (. .))) </parse>
<dependencies type="basic-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">answered</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">answered</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="det">
<governor idx="4">phone</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="dobj">
<governor idx="2">answered</governor>
<dependent idx="4">phone</dependent>
</dep>
<dep type="punct">
<governor idx="2">answered</governor>
<dependent idx="5">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">answered</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">answered</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="det">
<governor idx="4">phone</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="dobj">
<governor idx="2">answered</governor>
<dependent idx="4">phone</dependent>
</dep>
<dep type="punct">
<governor idx="2">answered</governor>
<dependent idx="5">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-ccprocessed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">answered</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">answered</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="det">
<governor idx="4">phone</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="dobj">
<governor idx="2">answered</governor>
<dependent idx="4">phone</dependent>
</dep>
<dep type="punct">
<governor idx="2">answered</governor>
<dependent idx="5">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">answered</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">answered</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="det">
<governor idx="4">phone</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="dobj">
<governor idx="2">answered</governor>
<dependent idx="4">phone</dependent>
</dep>
<dep type="punct">
<governor idx="2">answered</governor>
<dependent idx="5">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-plus-plus-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">answered</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">answered</governor>
<dependent idx="1">Mary</dependent>
</dep>
<dep type="det">
<governor idx="4">phone</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="dobj">
<governor idx="2">answered</governor>
<dependent idx="4">phone</dependent>
</dep>
<dep type="punct">
<governor idx="2">answered</governor>
<dependent idx="5">.</dependent>
</dep>
</dependencies>
</sentence>
<sentence id="5">
<tokens>
<token id="1">
<word>Ann</word>
<lemma>Ann</lemma>
<CharacterOffsetBegin>77</CharacterOffsetBegin>
<CharacterOffsetEnd>80</CharacterOffsetEnd>
<POS>NNP</POS>
<NER>PERSON</NER>
<Speaker>PER0</Speaker>
</token>
<token id="2">
<word>told</word>
<lemma>tell</lemma>
<CharacterOffsetBegin>81</CharacterOffsetBegin>
<CharacterOffsetEnd>85</CharacterOffsetEnd>
<POS>VBD</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="3">
<word>the</word>
<lemma>the</lemma>
<CharacterOffsetBegin>86</CharacterOffsetBegin>
<CharacterOffsetEnd>89</CharacterOffsetEnd>
<POS>DT</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="4">
<word>good</word>
<lemma>good</lemma>
<CharacterOffsetBegin>90</CharacterOffsetBegin>
<CharacterOffsetEnd>94</CharacterOffsetEnd>
<POS>JJ</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="5">
<word>news</word>
<lemma>news</lemma>
<CharacterOffsetBegin>95</CharacterOffsetBegin>
<CharacterOffsetEnd>99</CharacterOffsetEnd>
<POS>NN</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="6">
<word>to</word>
<lemma>to</lemma>
<CharacterOffsetBegin>100</CharacterOffsetBegin>
<CharacterOffsetEnd>102</CharacterOffsetEnd>
<POS>TO</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
<token id="7">
<word>Mary</word>
<lemma>Mary</lemma>
<CharacterOffsetBegin>103</CharacterOffsetBegin>
<CharacterOffsetEnd>107</CharacterOffsetEnd>
<POS>NNP</POS>
<NER>PERSON</NER>
<Speaker>PER0</Speaker>
</token>
<token id="8">
<word>.</word>
<lemma>.</lemma>
<CharacterOffsetBegin>107</CharacterOffsetBegin>
<CharacterOffsetEnd>108</CharacterOffsetEnd>
<POS>.</POS>
<NER>O</NER>
<Speaker>PER0</Speaker>
</token>
</tokens>
<parse>(ROOT (S (NP (NNP Ann)) (VP (VBD told) (NP (DT the) (JJ good) (NN news)) (PP (TO to) (NP (NNP Mary)))) (. .))) </parse>
<dependencies type="basic-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">told</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">told</governor>
<dependent idx="1">Ann</dependent>
</dep>
<dep type="det">
<governor idx="5">news</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="amod">
<governor idx="5">news</governor>
<dependent idx="4">good</dependent>
</dep>
<dep type="dobj">
<governor idx="2">told</governor>
<dependent idx="5">news</dependent>
</dep>
<dep type="case">
<governor idx="7">Mary</governor>
<dependent idx="6">to</dependent>
</dep>
<dep type="nmod">
<governor idx="2">told</governor>
<dependent idx="7">Mary</dependent>
</dep>
<dep type="punct">
<governor idx="2">told</governor>
<dependent idx="8">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">told</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">told</governor>
<dependent idx="1">Ann</dependent>
</dep>
<dep type="det">
<governor idx="5">news</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="amod">
<governor idx="5">news</governor>
<dependent idx="4">good</dependent>
</dep>
<dep type="dobj">
<governor idx="2">told</governor>
<dependent idx="5">news</dependent>
</dep>
<dep type="case">
<governor idx="7">Mary</governor>
<dependent idx="6">to</dependent>
</dep>
<dep type="nmod:to">
<governor idx="2">told</governor>
<dependent idx="7">Mary</dependent>
</dep>
<dep type="punct">
<governor idx="2">told</governor>
<dependent idx="8">.</dependent>
</dep>
</dependencies>
<dependencies type="collapsed-ccprocessed-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">told</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">told</governor>
<dependent idx="1">Ann</dependent>
</dep>
<dep type="det">
<governor idx="5">news</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="amod">
<governor idx="5">news</governor>
<dependent idx="4">good</dependent>
</dep>
<dep type="dobj">
<governor idx="2">told</governor>
<dependent idx="5">news</dependent>
</dep>
<dep type="case">
<governor idx="7">Mary</governor>
<dependent idx="6">to</dependent>
</dep>
<dep type="nmod:to">
<governor idx="2">told</governor>
<dependent idx="7">Mary</dependent>
</dep>
<dep type="punct">
<governor idx="2">told</governor>
<dependent idx="8">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">told</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">told</governor>
<dependent idx="1">Ann</dependent>
</dep>
<dep type="det">
<governor idx="5">news</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="amod">
<governor idx="5">news</governor>
<dependent idx="4">good</dependent>
</dep>
<dep type="dobj">
<governor idx="2">told</governor>
<dependent idx="5">news</dependent>
</dep>
<dep type="case">
<governor idx="7">Mary</governor>
<dependent idx="6">to</dependent>
</dep>
<dep type="nmod:to">
<governor idx="2">told</governor>
<dependent idx="7">Mary</dependent>
</dep>
<dep type="punct">
<governor idx="2">told</governor>
<dependent idx="8">.</dependent>
</dep>
</dependencies>
<dependencies type="enhanced-plus-plus-dependencies">
<dep type="root">
<governor idx="0">ROOT</governor>
<dependent idx="2">told</dependent>
</dep>
<dep type="nsubj">
<governor idx="2">told</governor>
<dependent idx="1">Ann</dependent>
</dep>
<dep type="det">
<governor idx="5">news</governor>
<dependent idx="3">the</dependent>
</dep>
<dep type="amod">
<governor idx="5">news</governor>
<dependent idx="4">good</dependent>
</dep>
<dep type="dobj">
<governor idx="2">told</governor>
<dependent idx="5">news</dependent>
</dep>
<dep type="case">
<governor idx="7">Mary</governor>
<dependent idx="6">to</dependent>
</dep>
<dep type="nmod:to">
<governor idx="2">told</governor>
<dependent idx="7">Mary</dependent>
</dep>
<dep type="punct">
<governor idx="2">told</governor>
<dependent idx="8">.</dependent>
</dep>
</dependencies>
</sentence>
</sentences>
<coreference>
<coreference>
<mention representative="true">
<sentence>1</sentence>
<start>1</start>
<end>2</end>
<head>1</head>
<text>Mary</text>
</mention>
<mention>
<sentence>2</sentence>
<start>1</start>
<end>2</end>
<head>1</head>
<text>Her</text>
</mention>
<mention>
<sentence>3</sentence>
<start>1</start>
<end>2</end>
<head>1</head>
<text>She</text>
</mention>
<mention>
<sentence>4</sentence>
<start>1</start>
<end>2</end>
<head>1</head>
<text>Mary</text>
</mention>
<mention>
<sentence>5</sentence>
<start>7</start>
<end>8</end>
<head>7</head>
<text>Mary</text>
</mention>
</coreference>
<coreference>
<mention representative="true">
<sentence>2</sentence>
<start>1</start>
<end>3</end>
<head>2</head>
<text>Her phone</text>
</mention>
<mention>
<sentence>4</sentence>
<start>3</start>
<end>5</end>
<head>4</head>
<text>the phone</text>
</mention>
</coreference>
</coreference>
</document>
</root>
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story_comprehension.ipynb
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story_extracted_knowledge.pl
s(1) :: sleep(mary, none, none) at 1.
s(1) :: ring(phone, none, none) at 2.
s(1) :: annoy(she, none, none) at 3.
s(1) :: answer(mary, phone, none) at 4.
s(1) :: tell(ann, news, mary) at 5.
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