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5 values
[ "Guy", "walks", "into", "the", "doctor", "'s", "office", "and", "claims", "wherever", "he", "presses", "his", "finger", "on", "his", "body", ",", "it", "hurts", "terribly", ".", "The", "doctor", "runs", "every", "test", "in", "the", "book", ",", "and", ...
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jokes
[ "I", "'d", "sooner", "be", "--", "I", "don", "'t", "know", "which", "--", ",", "I", "'d", "like", "to", "be", "alive", "and", "rich", "!", ",", "This", "book", "may", "be", "a", "Gift-horse", "too", ",", "And", "one", "you", "surely", "ought", "t...
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poetry
[ "(PERSON6)", "There", "'s", "no", "prototype", "available", "at", "the", "moment", ",", "I", "'m", "sorry", ".", "(PERSON8)", "Yes", ",", "that", "'s", "expected", ".", "I", "would", "not", "expect", "any", "prototype", "today", ".", "<laugh/>", "(PERSON6)...
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transcripts_meetings
[ "A", "blonde", "pushes", "her", "BMW", "into", "a", "gas", "station", ".", "She", "tells", "the", "mechanic", "it", "died", ".", "After", "he", "works", "on", "it", "for", "a", "few", "minutes", ",", "it", "is", "idling", "smoothly", ".", "She", "say...
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jokes
[ "He", "must", "have", "some", "weighty", "reason", "for", "sending", "her", "off", ",", "when", "she", "would", "be", "such", "a", "comfort", "to", "her", "mother", ".", "It", "must", "hurt", "her", "pride", "fearfully", "to", "be", "under", "constant", ...
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beletry
[ "Again", "it", "comes", ",", "and", "oftener", ",", "Linked", ",", "as", "it", "now", "must", "be", ",", "With", "all", "the", "joy", "or", "sorrow", ",", "That", "Life", "may", "bring", "to", "me", ".", "So", "all", "the", "rest", "--", "you", "...
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poetry
[ "Where", "the", "Tuscan", "olives", "whiten", "in", "the", "hot", "blue", "day", ",", "I", "would", "hide", "me", "from", "the", "heat", "in", "a", "little", "hut", "of", "gray", ",", "While", "the", "singing", "of", "the", "husbandman", "should", "sca...
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poetry
[ "They", "’", "d", "got", "a", "fine", "sitting-room", "on", "the", "first", "floor", "with", "plush-covered", "chairs", "and", "brand", "new", "old-fashioned", "looking", "furniture", "and", "a", "bowl", "of", "goldfish", "in", "the", "window", "and", "pictu...
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beletry
[ "Many", "in", "Washington", "now", "seem", "to", "think", "that", "the", "US", "federal", "government", "can", "spend", "a", "limitless", "amount", "of", "money", "without", "any", "harmful", "economic", "consequences", ".", "They", "are", "wrong", ".", "Exc...
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news
[ "(PERSON5)", "<another_language/>", "(PERSON3)", "Hey", ".", "So", "the", "advertisement", "for", "the", "PROJECT3", "is-", "is", "new", ",", "or", "not", "?", "This-", "this", "uh", ",", "wasn", "'t", "available", "last", "week", ",", "right", "?", "(PERS...
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transcripts_meetings
[ "(PERSON8)", "Hmm", ",", "okay", ".", "So", "PERSON5", "can", "you", "can", "you", "please", "do", "me", "a", "favor", ".", "Can", "you", "choose", "some", "two", "minutes", "which", "are", "easier", ".", "(PERSON5)", "So", "you", "want", "two", "diffe...
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transcripts_meetings
[ "Who", "stole", "four", "eggs", "I", "laid", ",", "And", "the", "nice", "nest", "I", "made", "?", ",", "\"", "Not", "I", "\"", ",", "said", "the", "cow", ",", "\"", "moo-oo", "!", "\"", ",", "\"", "Such", "a", "thing", "I", "'d", "never", "do",...
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poetry
[ "(PERSON8)", "And", "for", "this", "D7", "2", "do", "I", "understand", "correctly", ",", "PERSON11", ",", "please", "correct", "me", ".", "I", "think", "that", "we", "should", "ask", "for", "an", "extension", "for", "this", "deliver", "because", "Congress"...
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transcripts_meetings
[ "\"", "We", "'re", "going", "to", "be", "together", "for", "the", "rest", "of", "our", "lives", "!", "\"", "smiled", "my", "wife", "as", "we", "flew", "on", "our", "dream", "vacation", "to", "Hawaii", ".", "\"", "You", "seem", "pretty", "sure", "of",...
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jokes
[ "No", "other", "sheep", "were", "near", ";", "the", "Lamb", "was", "all", "alone", ",", "And", "by", "a", "slender", "cord", "was", "tethered", "to", "a", "stone", ",", "With", "one", "knee", "on", "the", "grass", "did", "the", "little", "maiden", "k...
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poetry
[ "Samuel", "L.", "Jackson", "was", "sitting", "at", "the", "breakfast", "table", "with", "his", "wife", "and", "10", "month", "old", "son", "...", "His", "toddler", "starts", "to", "make", "some", "noises", "then", "very", "clearly", "says", ",", "\"", "m...
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jokes
[ "(PERSON10)", "So", "I", "think", "our", "main", "concern", "is", "not", "the", "quality", "of", "the", "translation", ",", "but", "the", "mismatch", "of", "the", "segmentations", ".", "(PERSON13)", "That", "'s", "not", "affect", "quality", ".", "(PERSON10)"...
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transcripts_meetings
[ "(PERSON4)", "No", ",", "I", "think", "no", ".", "This", "proposal", "isn", "'t", "important", ".", "It", "doesn", "'t", "have", "sense", "to", "thing", "about", "to", "to", "discuss", "summarization", ".", "(PERSON5)", "Yeah", ",", "yeah", ",", "yeah", ...
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transcripts_meetings
[ "See", "flashing", "out", "in", "golden", "grace", ",", "A", "thousand", "arches", "rise", ",", "And", "bridge", "the", "violet", "depths", "of", "space", ",", "To", "mountains", "of", "surprise", ".", "To", "mountain", "waves", "of", "amethyst", ",", "A...
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poetry
[ "“", "It", "’", "s", "lucky", ",", "”", "he", "said", ",", "“", "things", "happening", "the", "way", "they", "have", "on", "the", "very", "first", "night", "of", "the", "new", "doctor", "being", "here", ".", "“", "I", "don", "’", "t", "know", "so...
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beletry
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transcripts_meetings
[ "Artificial", "intelligence", "(", "AI", ")", "and", "biotechnology", "are", "both", "on", "an", "exponential", "growth", "trajectory", ",", "with", "the", "potential", "to", "improve", "how", "we", "experience", "our", "lives", "and", "even", "to", "extend", ...
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news
[ "And", "he", "lay", "dead", "here", ",", "and", "his", "son", "was", "born", "here", ",", "He", "never", "saw", "his", "son", ",", "his", "little", "Jim", ".", "And", "now", "I", "'m", "all", "alone", "here", ",", "left", "to", "mourn", "here", "...
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poetry
[ "The", "mathematicians", "walk", "into", "a", "bar", ".", "The", "first", "mathematician", "orders", "a", "pint", "of", "beer", ".", "The", "second", "mathematician", "orders", "a", "half", ".", "The", "third", ",", "a", "quarter", "pint", ".", "There", ...
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jokes
[ "(PERSON1)", "So", "what", "does", "it", "mean", "?", "It", "is", "not", "if", "it", "means", "that", "the", "in", "German", "workers", "did", "not", "start", ".", "They", "were", "available", ".", "(PERSON9)", "No", "I", "didnt", "choose", "proper", "...
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transcripts_meetings
[ "Little", "Jack", "did", "not", "like", "it", "at", "school", "In", "math-class", "his", "teacher", "asked", "him", ";", "\"", "Tell", "me", ",", "if", "you", "have", "five", "apples", "and", "I", "ask", "for", "one", ",", "how", "many", "apples", "d...
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jokes
[ "A", "bird", "shits", "on", "a", "asylum", "patients", "head", ".", "His", "nurse", "says", "\"", "don", "'t", "move", "I", "'ll", "run", "in", "and", "get", "some", "toilet", "tissue", "\"", "While", "she", "'s", "gone", ",", "the", "patient", "spea...
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jokes
[ "The", "house", "is", "like", "a", "druggist", "'s", "shop", ",", "Strong", "odors", "fill", "the", "hall", ",", "And", "day", "and", "night", "we", "hear", "him", "groan", ",", "Since", "father", "played", "baseball", ".", "He", "'s", "forty", "past",...
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poetry
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beletry
[ "\"", "Poor", "old", "Tyke", ",", "\"", "mused", "Drew", ",", "as", "he", "looked", "after", "the", "retreating", "figure", "that", "suddenly", "seemed", "older", "than", "he", "had", "ever", "seen", "it", ".", "\"", "He", "'s", "hard", "hit", ".", "...
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beletry
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beletry
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beletry
[ "driving", "down", "a", "highway", "check", "out", "that", "flock", "of", "cows", "!", "flock", "?", "yeah", "?", "What", "'s", "wrong", "?", "its", "herd", "herd", "?", "yeah", ",", "herd", "of", "cows", "of", "course", "I", "'ve", "heard", "of", ...
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jokes
[ "(PERSON18)", "Yeah", ",", "the", "the", "pipeline", "is", "pretty", "complicated", "for", "someone", "who", "has", "seen", "it", "for", "the", "first", "time", "too", ".", "(PERSON15)", "Yeah", ",", "but", "I", "was", "surprised", "that", "like", "the", ...
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transcripts_meetings
[ "When", "he", "leaves", "his", "desk", "he", "is", "as", "happy", "and", "free", "as", "a", "boy", "out", "of", "school", ".", "I", "saw", "him", "pitching", "and", "catching", "ball", "in", "a", "vacant", "lot", "with", "one", "of", "your", "clerks"...
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beletry
[ "My", "scaly", "skin", "was", "all", "of", "horn", ",", "And", "fire", "I", "spit", "since", "I", "was", "born", ",", "Whatever", "up", "the", "mountain", "came", ",", "I", "killed", "and", "gobbled", "it", "for", "game", ",", "But", "when", "I", "...
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poetry
[ "A", "husband", "asks", "his", "wife", ",", "\"", "Will", "you", "marry", "after", "I", "die", "?", "\"", "The", "wife", "responds", ",", "\"", "No", ",", "I", "will", "live", "with", "my", "sister", ".", "\"", "The", "wife", "asks", "him", "back",...
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jokes
[ "The", "terrorist", "attacks", "of", "September", "11", ",", "2001", ",", "were", "a", "horrific", "shock", ".", "Images", "of", "trapped", "victims", "leaping", "from", "the", "Twin", "Towers", "are", "indelible", ",", "and", "the", "intrusive", "security",...
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news
[ "I", "belong", "by", "birth", "and", "education", "to", "an", "aristocracy", ",", "a", "class", "which", "is", "supposed", "to", "justify", "its", "existence", "by", "its", "altruism", ".", "There", "was", "no", "doubt", "a", "valuable", "lesson", "to", ...
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beletry
[ "Africa", "has", "contributed", "less", "to", "the", "climate", "crisis", "than", "any", "other", "continent", ",", "but", "it", "will", "suffer", "some", "of", "the", "worst", "consequences", ".", "It", "already", "is", ":", "this", "year", ",", "Cyclone"...
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news
[ "The", "year", "2019", "is", "ending", "with", "widespread", "demonstrations", ",", "rising", "inequality", ",", "and", "a", "crisis", "of", "representation", "in", "many", "countries", ".", "The", "world", "is", "sleepwalking", "toward", "recession", "and", "...
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news
[ "German", "Chancellor", "Angela", "Merkel", "’", "s", "farewell", "visit", "to", "the", "White", "House", "this", "month", "offers", "an", "ideal", "opportunity", "to", "reflect", "on", "the", "state", "of", "US-German", "relations", ".", "But", "it", "is", ...
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news
[ "From", "the", "early", "nineteenth", "century", "to", "the", "early", "twentieth", "century", ",", "Western", "countries", "attributed", "their", "economic", "growth", "to", "the", "discoveries", "of", "“", "scientists", "and", "navigators", ".", "”", "A", "c...
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news
[ "It", "was", "wide", "open", ";", "the", "professor", "was", "gone", ".", "\"", "Papa", "has", "changed", "to", "another", "compartment", ",", "\"", "she", "said", ",", "quietly", ".", "\"", "I", "think", "perhaps", "you", "were", "beginning", "to", "b...
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beletry
[ "(PERSON1)", "And", "could", "it", "be", "related", "to", "the", "new", "authentication", "that", "is", "in", "the", "presentation", "platform", ".", "I", "guess", "it", "should", "not", "be", "related", "to", "that", ".", "But", "yeah", ",", "I", "'m", ...
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transcripts_meetings
[ "As", "concentrations", "of", "atmospheric", "carbon", "dioxide", "surpass", "400", "parts", "per", "million", ",", "the", "costs", "of", "the", "climate", "crisis", "–", "in", "terms", "of", "economic", "losses", ",", "environmental", "impacts", ",", "and", ...
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news
[ "The", "day", "it", "was", "lovely", ";", "mild", "the", "air", ",", "The", "sky", ",", "like", "the", "maiden", "'s", "face", ",", "was", "fair", ",", "The", "car", "was", "full", ",", "and", "a", "trifle", "stale", ",", "(", "Attached", "to", "...
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poetry
[ "I", "saw", "a", "bunch", "of", "people", "bullying", "a", "short", "person", ".", "It", "was", "unnaceptable", "!", "They", "were", "saying", "things", "like", "\"", "hey", ",", "how", "'s", "the", "weather", "like", "down", "there", "?", "\"", "I", ...
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jokes
[ "US", "President", "Barack", "Obama", "’", "s", "trip", "this", "month", "to", "Brazil", ",", "Chile", ",", "and", "El", "Salvador", "is", "a", "good", "opportunity", "to", "assess", "the", "recent", "performance", "of", "Latin", "America", "’", "s", "ec...
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news
[ "The", "“", "Ice", "Bucket", "Challenge", "”", "was", "the", "feel-good", "health", "story", "of", "the", "summer", ".", "YouTube", "videos", "of", "friends", ",", "family", ",", "and", "co-workers", "emptying", "buckets", "of", "ice-cold", "water", "over", ...
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news

Word Importance

Dataset Summary

The Word Importance dataset consists of short contexts, approximately 50 words in length, along with annotations indicating the importance of words within these contexts. Annotators were tasked with ranking the top 10% of important words within each context.

Any words left unranked by the user received the same last rank. For instance, if a user selected 5 words, the remaining words were assigned a rank of 6.

Moreover, multiple users contributed rankings for each context, and the final ranking for a context was computed by averaging these contributions.

The dataset is designed to facilitate research in word importance prediction and token classification tasks. For further details on annotation instructions and methodology, refer to the associated paper (link to be provided when available).

Supported Tasks

Given its small size, the dataset is primarily intended for evaluating models that predict word importance scores. For code related to evaluation, please refer to [https://github.com/adam-osusky/predicting-word-importance].

Languages

All the text is in english. And it consists of 5 domains: news, beletry, poetry, jokes, and transcribed spoken language

Additional Information

Licensing Information

This work is licensed under CC BY 4.0

Citation Information

@article{wordimp-osus,
  author    = {Adam Osuský},
  title     = {Predicting Word Importance Using Pre-Trained Language Models},
  school    = {Charles University, Faculty of Mathematics and Physics},
  year      = {2024},
  type      = {Bachelor's Thesis},
}
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