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BBC News
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1.188295
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BBC News
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40
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BBC News
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50
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152.232951
average_word_embeddings_glove.6B.300d
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20 Newsgroups Preprocessed
Top2Vec
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26.011611
average_word_embeddings_glove.6B.300d
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20 Newsgroups Preprocessed
Top2Vec
20
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26.239555
average_word_embeddings_glove.6B.300d
0.25
0.004902
0.222853
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20 Newsgroups Preprocessed
Top2Vec
30
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26.028051
average_word_embeddings_glove.6B.300d
0.206667
0.003833
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20 Newsgroups Preprocessed
Top2Vec
40
[ [ "kind", "game", "time", "good", "play", "chance", "start", "make", "fact", "thing" ], [ "simply", "font", "instance", "change", "kind", "user", "make", "type", "time", "text" ], [ "kind", "print", "instance", "make", "simply", "computer", "time", "paper", "fact", "work" ], [ "fact", "instance", "kind", "make", "good", "thing", "reason", "simply", "time", "people" ], [ "reason", "kind", "fact", "time", "make", "good", "instance", "result", "simply", "change" ], [ "time", "space", "kind", "make", "fact", "work", "turn", "longer", "change", "good" ], [ "instance", "make", "sort", "simply", "kind", "reason", "fact", "time", "people", "thought" ], [ "key", "simply", "fact", "instance", "make", "time", "provide", "kind", "change", "reason" ], [ "kind", "make", "government", "fact", "simply", "reason", "time", "instance", "good", "provide" ], [ "fact", "offer", "time", "instance", "kind", "make", "buy", "good", "sell", "cost" ], [ "week", "kind", "fact", "make", "time", "reason", "change", "good", "day", "month" ], [ "time", "make", "kind", "turn", "longer", "fact", "result", "simply", "good", "instance" ], [ "kind", "fact", "make", "simply", "time", "instance", "result", "turn", "change", "good" ], [ "money", "pay", "make", "fact", "provide", "government", "bring", "reason", "time", "cost" ], [ "government", "law", "make", "fact", "kind", "reason", "instance", "time", "simply", "change" ], [ "people", "fact", "make", "bring", "time", "government", "turn", "attack", "kind", "country" ], [ "today", "country", "result", "make", "people", "fact", "government", "bring", "time", "kind" ], [ "fact", "country", "change", "government", "make", "bring", "time", "kind", "people", "reason" ], [ "time", "fact", "reason", "simply", "make", "bring", "kind", "people", "result", "turn" ], [ "make", "good", "time", "turn", "kind", "car", "lot", "fact", "simply", "instance" ], [ "good", "make", "time", "thing", "fact", "lot", "turn", "kind", "simply", "rest" ], [ "make", "fact", "reason", "time", "kind", "instance", "turn", "simply", "longer", "people" ], [ "turn", "thing", "people", "make", "simply", "kind", "thought", "time", "good", "fact" ], [ "reason", "thought", "thing", "fact", "sort", "good", "make", "simply", "kind", "time" ], [ "fact", "make", "simply", "instance", "kind", "time", "result", "change", "reason", "sort" ], [ "monitor", "make", "time", "instance", "computer", "kind", "screen", "check", "require", "provide" ], [ "make", "information", "instance", "time", "message", "mail", "fact", "address", "question", "answer" ], [ "fact", "reason", "kind", "understand", "sort", "make", "question", "simply", "instance", "thought" ], [ "fact", "time", "kind", "book", "instance", "make", "simply", "sort", "reason", "good" ], [ "make", "fact", "kind", "time", "church", "people", "reason", "instance", "thought", "work" ], [ "faster", "make", "time", "instance", "speed", "hard", "turn", "computer", "good", "fast" ], [ "drive", "make", "turn", "hard", "easy", "simply", "kind", "instance", "time", "computer" ], [ "instance", "turn", "computer", "time", "make", "kind", "simply", "user", "fact", "sort" ], [ "make", "car", "time", "card", "driver", "check", "instance", "turn", "good", "simply" ], [ "simply", "video", "make", "card", "check", "time", "instance", "kind", "computer", "fact" ], [ "file", "make", "simply", "information", "application", "time", "user", "instance", "data", "sort" ], [ "time", "internet", "make", "instance", "provide", "information", "addition", "data", "computer", "fact" ], [ "window", "time", "turn", "simply", "instance", "kind", "make", "good", "fact", "sort" ], [ "instance", "make", "provide", "fact", "kind", "addition", "specific", "simply", "time", "similar" ], [ "simply", "instance", "similar", "image", "sort", "change", "kind", "make", "fact", "time" ] ]
27.575306
average_word_embeddings_glove.6B.300d
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20 Newsgroups Preprocessed
Top2Vec
50
[ [ "kind", "game", "time", "good", "play", "chance", "start", "make", "fact", "thing" ], [ "simply", "font", "instance", "change", "kind", "user", "make", "type", "time", "text" ], [ "make", "kind", "turn", "time", "fact", "bring", "simply", "good", "gas", "result" ], [ "kind", "print", "instance", "make", "simply", "computer", "time", "paper", "fact", "work" ], [ "make", "result", "water", "kind", "fact", "time", "turn", "change", "bring", "good" ], [ "fact", "instance", "kind", "make", "good", "thing", "reason", "simply", "time", "people" ], [ "reason", "kind", "fact", "time", "make", "good", "instance", "result", "simply", "change" ], [ "fact", "kind", "time", "result", "make", "change", "simply", "instance", "reason", "sort" ], [ "time", "space", "kind", "make", "fact", "work", "turn", "longer", "change", "good" ], [ "instance", "make", "sort", "simply", "kind", "reason", "fact", "time", "people", "thought" ], [ "key", "simply", "fact", "instance", "make", "time", "provide", "kind", "change", "reason" ], [ "kind", "make", "government", "fact", "simply", "reason", "time", "instance", "good", "provide" ], [ "kind", "make", "reason", "time", "fact", "government", "instance", "legal", "law", "question" ], [ "fact", "offer", "time", "instance", "kind", "make", "buy", "good", "sell", "cost" ], [ "week", "kind", "fact", "make", "time", "reason", "change", "good", "day", "month" ], [ "time", "kind", "longer", "turn", "make", "good", "simply", "instance", "fact", "result" ], [ "kind", "fact", "make", "simply", "time", "instance", "result", "turn", "change", "good" ], [ "health", "public", "fact", "time", "government", "provide", "pay", "care", "make", "instance" ], [ "make", "money", "pay", "time", "raise", "bring", "fact", "reason", "year", "expect" ], [ "make", "kind", "simply", "time", "turn", "good", "sort", "hand", "fact", "hard" ], [ "time", "change", "simply", "kind", "reason", "fact", "make", "government", "instance", "people" ], [ "people", "fact", "make", "bring", "time", "government", "turn", "attack", "kind", "country" ], [ "today", "country", "result", "make", "people", "fact", "government", "bring", "time", "kind" ], [ "fact", "country", "change", "government", "make", "bring", "time", "kind", "people", "reason" ], [ "time", "fact", "reason", "simply", "make", "bring", "kind", "people", "result", "turn" ], [ "car", "turn", "make", "time", "kind", "good", "lot", "fact", "simply", "instance" ], [ "good", "make", "time", "thing", "fact", "lot", "turn", "kind", "simply", "rest" ], [ "instance", "reason", "make", "fact", "idea", "kind", "simply", "understand", "thought", "sort" ], [ "make", "fact", "reason", "time", "kind", "instance", "turn", "simply", "longer", "people" ], [ "fact", "thing", "people", "make", "simply", "kind", "thought", "time", "turn", "good" ], [ "reason", "thought", "thing", "fact", "sort", "good", "make", "simply", "kind", "time" ], [ "instance", "time", "kind", "fact", "make", "point", "reason", "simply", "result", "sort" ], [ "monitor", "make", "time", "instance", "computer", "kind", "screen", "check", "require", "provide" ], [ "make", "information", "instance", "time", "message", "mail", "fact", "address", "question", "answer" ], [ "reason", "fact", "kind", "simply", "question", "make", "sort", "understand", "thought", "instance" ], [ "fact", "time", "kind", "book", "instance", "make", "simply", "sort", "reason", "good" ], [ "make", "fact", "kind", "time", "church", "people", "reason", "instance", "thought", "work" ], [ "faster", "make", "time", "instance", "speed", "hard", "turn", "computer", "good", "fast" ], [ "drive", "make", "turn", "hard", "easy", "simply", "kind", "instance", "time", "computer" ], [ "instance", "computer", "make", "kind", "turn", "simply", "sort", "time", "fact", "user" ], [ "make", "car", "time", "card", "driver", "check", "instance", "turn", "good", "simply" ], [ "simply", "video", "make", "card", "check", "time", "instance", "kind", "computer", "fact" ], [ "instance", "time", "port", "make", "computer", "simply", "addition", "turn", "kind", "access" ], [ "data", "software", "internet", "computer", "modem", "make", "instance", "phone", "user", "time" ], [ "file", "make", "simply", "information", "application", "time", "user", "instance", "data", "sort" ], [ "time", "internet", "make", "instance", "provide", "information", "addition", "data", "computer", "fact" ], [ "fact", "make", "kind", "instance", "good", "turn", "time", "sort", "simply", "run" ], [ "instance", "kind", "time", "door", "simply", "make", "screen", "window", "room", "turn" ], [ "instance", "make", "provide", "fact", "kind", "addition", "specific", "simply", "time", "similar" ], [ "simply", "instance", "similar", "image", "sort", "change", "kind", "make", "fact", "time" ] ]
25.92769
average_word_embeddings_glove.6B.300d
0.2
0.004122
0.211893
0.192183
42
20 Newsgroups Preprocessed
GMM
10
[ [ "law", "weapon", "government", "state", "drug", "gun", "people", "police", "kill", "arab" ], [ "window", "server", "file", "program", "image", "format", "display", "color", "version", "graphic" ], [ "thing", "doctor", "pain", "day", "hear", "guy", "food", "eat", "good", "son" ], [ "orbit", "launch", "space", "key", "mission", "earth", "moon", "solar", "planet", "satellite" ], [ "disk", "driver", "drive", "scsi", "card", "chip", "bit", "port", "controller", "machine" ], [ "game", "win", "score", "year", "team", "season", "play", "player", "hit", "goal" ], [ "list", "address", "mail", "send", "request", "article", "post", "email", "reply", "newsgroup" ], [ "life", "government", "man", "make", "people", "word", "child", "law", "fact", "question" ], [ "price", "sell", "buy", "sale", "car", "offer", "pay", "cost", "company", "money" ], [ "brake", "tire", "car", "bike", "engine", "ride", "mile", "battery", "oil", "water" ] ]
122.672713
average_word_embeddings_glove.6B.300d
0.96
0.146016
0.211117
0.476309
42
20 Newsgroups Preprocessed
GMM
20
[ [ "police", "weapon", "firearm", "gun", "criminal", "crime", "law", "batf", "drug", "government" ], [ "bit", "window", "screen", "error", "problem", "image", "mouse", "run", "color", "display" ], [ "sign", "time", "year", "day", "trade", "start", "month", "ago", "week", "bag" ], [ "disease", "treatment", "medical", "drug", "health", "food", "effect", "study", "doctor", "patient" ], [ "drive", "scsi", "card", "bus", "controller", "port", "ide", "disk", "hard", "pin" ], [ "team", "play", "game", "player", "win", "season", "score", "goal", "hit", "year" ], [ "mailing", "message", "email", "request", "send", "address", "list", "post", "mail", "reply" ], [ "read", "article", "text", "book", "post", "list", "page", "write", "copy", "translation" ], [ "government", "turkish", "people", "armenian", "war", "israeli", "kill", "village", "jewish", "russian" ], [ "computer", "video", "card", "machine", "monitor", "driver", "board", "printer", "software", "chip" ], [ "utility", "disk", "download", "file", "window", "directory", "format", "system", "program", "faq" ], [ "sell", "sale", "buy", "pay", "dealer", "offer", "price", "car", "copy", "cost" ], [ "launch", "orbit", "space", "mission", "satellite", "earth", "shuttle", "solar", "planet", "moon" ], [ "word", "homosexual", "religion", "sin", "church", "christian", "belief", "atheist", "faith", "man" ], [ "ground", "heat", "temperature", "water", "light", "battery", "power", "low", "voltage", "oil" ], [ "encryption", "key", "entry", "chip", "clipper", "program", "output", "information", "privacy", "algorithm" ], [ "lot", "stuff", "remember", "good", "guy", "hear", "guess", "thing", "pretty", "bad" ], [ "die", "woman", "child", "son", "sin", "man", "kill", "dog", "people", "life" ], [ "display", "font", "color", "format", "version", "graphic", "file", "image", "server", "software" ], [ "bike", "engine", "car", "ride", "tire", "brake", "mile", "wheel", "road", "drive" ] ]
55.614476
average_word_embeddings_glove.6B.300d
0.885
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0.520187
42
20 Newsgroups Preprocessed
GMM
30
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96.053409
average_word_embeddings_glove.6B.300d
0.786667
0.166035
0.231733
0.540536
42
20 Newsgroups Preprocessed
GMM
40
[ [ "firearm", "batf", "weapon", "gun", "kill", "crime", "fire", "police", "child", "death" ], [ "program", "entry", "file", "server", "output", "widget", "application", "include", "version", "motif" ], [ "year", "day", "ago", "week", "month", "post", "bag", "annual", "sign", "time" ], [ "doctor", "medical", "study", "health", "drug", "treatment", "patient", "disease", "effect", "pain" ], [ "ground", "wire", "water", "battery", "heat", "oil", "gas", "light", "air", "hot" ], [ "number", "phone", "chip", "clipper", "key", "company", "escrow", "mail", "serial", "radio" ], [ "bit", "algorithm", "problem", "key", "universe", "point", "theory", "line", "error", "block" ], [ "win", "lose", "play", "season", "playoff", "score", "goal", "team", "game", "series" ], [ "manager", "screen", "window", "run", "application", "program", "event", "display", "app", "file" ], [ "play", "baseball", "score", "fan", "game", "pen", "playoff", "hockey", "night", "cap" ], [ "run", "computer", "memory", "drive", "work", "keyboard", "machine", "problem", "bit", "chip" ], [ "disk", "card", "software", "system", "network", "apple", "manual", "computer", "monitor", "machine" ], [ "rom", "hard", "ide", "boot", "controller", "scsi", "floppy", "bio", "disk", "drive" ], [ "bike", "dog", "ride", "mile", "car", "road", "motorcycle", "turn", "seat", "back" ], [ "mail", "address", "list", "send", "request", "email", "reply", "mailing", "post", "message" ], [ "man", "homosexual", "son", "child", "sin", "life", "love", "father", "die", "faith" ], [ "engine", "mile", "auto", "car", "drive", "motorcycle", "driver", "model", "dealer", "buy" ], [ "guy", "thing", "good", "hear", "remember", "funny", "stuff", "guess", "pretty", "bad" ], [ "player", "fan", "game", "season", "year", "team", "play", "baseball", "hockey", "good" ], [ "modem", "controller", "bus", "port", "scsi", "mhz", "card", "pin", "serial", "bit" ], [ "exist", "claim", "truth", "argument", "belief", "evidence", "moral", "science", "question", "true" ], [ "price", "buy", "offer", "copy", "dealer", "purchase", "pay", "sell", "sale", "shipping" ], [ "window", "character", "size", "display", "set", "type", "font", "version", "print", "change" ], [ "atheist", "church", "belief", "religion", "christian", "homosexuality", "religious", "atheism", "faith", "homosexual" ], [ "bus", "monitor", "driver", "video", "vga", "slot", "card", "graphic", "mode", "window" ], [ "input", "power", "high", "output", "signal", "voltage", "supply", "speed", "low", "circuit" ], [ "paper", "laser", "driver", "printer", "print", "font", "copy", "page", "quality", "sheet" ], [ "save", "lead", "play", "goal", "score", "period", "shot", "opportunity", "power", "devil" ], [ "hit", "score", "ball", "game", "pitch", "play", "goal", "pitcher", "run", "throw" ], [ "format", "quality", "file", "display", "bit", "image", "color", "screen", "program", "convert" ], [ "mail", "privacy", "graphic", "information", "internet", "computer", "user", "image", "site", "technology" ], [ "village", "war", "genocide", "israeli", "jewish", "turkish", "arab", "russian", "armenian", "people" ], [ "format", "directory", "window", "file", "convert", "download", "disk", "program", "faq", "copy" ], [ "team", "play", "season", "draft", "game", "hockey", "player", "league", "division", "year" ], [ "thing", "people", "happen", "make", "hear", "food", "time", "good", "day", "live" ], [ "brake", "rear", "engine", "tire", "wheel", "car", "front", "transmission", "oil", "gear" ], [ "law", "firearm", "state", "amendment", "gun", "government", "court", "public", "issue", "federal" ], [ "satellite", "orbit", "space", "launch", "mission", "shuttle", "earth", "solar", "planet", "moon" ], [ "money", "fund", "cost", "insurance", "government", "tax", "pay", "private", "year", "job" ], [ "copy", "read", "text", "page", "write", "article", "post", "book", "quote", "translation" ] ]
70.69565
average_word_embeddings_glove.6B.300d
0.7375
0.1555
0.226574
0.525204
42
20 Newsgroups Preprocessed
GMM
50
[ [ "kill", "gun", "weapon", "batf", "firearm", "crime", "police", "fire", "child", "criminal" ], [ "application", "server", "widget", "motif", "mouse", "client", "window", "font", "display", "memory" ], [ "kill", "bad", "life", "live", "people", "good", "happen", "thing", "make", "feel" ], [ "job", "government", "state", "president", "group", "people", "decision", "vote", "question", "member" ], [ "heat", "water", "temperature", "gas", "oil", "energy", "air", "battery", "cool", "fuel" ], [ "number", "company", "phone", "modem", "line", "cable", "mail", "fax", "radio", "network" ], [ "problem", "universe", "point", "physical", "theory", "star", "object", "material", "science", "model" ], [ "final", "lose", "team", "tie", "division", "win", "series", "score", "playoff", "game" ], [ "file", "manager", "app", "run", "program", "window", "screen", "application", "display", "problem" ], [ "score", "game", "playoff", "hockey", "play", "baseball", "fan", "cap", "series", "pen" ], [ "machine", "problem", "bit", "keyboard", "run", "mouse", "memory", "chip", "computer", "work" ], [ "slot", "video", "monitor", "card", "vga", "bus", "buy", "performance", "local", "driver" ], [ "boot", "hard", "controller", "drive", "bio", "rom", "disk", "floppy", "format", "card" ], [ "man", "woman", "night", "hour", "back", "face", "fire", "day", "dog", "start" ], [ "address", "mail", "email", "fax", "advance", "send", "reply", "info", "list", "contact" ], [ "man", "sin", "love", "homosexual", "faith", "sex", "life", "child", "son", "church" ], [ "wire", "circuit", "cable", "rear", "bike", "lock", "plastic", "front", "ground", "wheel" ], [ "stuff", "thing", "guy", "good", "hear", "remember", "lot", "guess", "joke", "bad" ], [ "game", "team", "play", "player", "year", "season", "fan", "baseball", "hockey", "good" ], [ "bus", "modem", "ide", "controller", "port", "scsi", "mhz", "device", "cpu", "pin" ], [ "belief", "exist", "claim", "true", "truth", "moral", "argument", "evidence", "morality", "objective" ], [ "sale", "buy", "price", "sell", "offer", "pay", "dealer", "mail", "cheap", "purchase" ], [ "print", "display", "character", "size", "change", "font", "version", "type", "set", "window" ], [ "christian", "religion", "atheist", "belief", "church", "atheism", "religious", "faith", "homosexuality", "tradition" ], [ "driver", "download", "site", "window", "video", "mouse", "mode", "card", "version", "load" ], [ "signal", "input", "circuit", "voltage", "output", "frequency", "speed", "high", "power", "low" ], [ "printer", "font", "page", "laser", "driver", "quality", "screen", "print", "sheet", "paper" ], [ "save", "period", "shot", "play", "lead", "goal", "score", "opportunity", "devil", "power" ], [ "ball", "pitch", "game", "pitcher", "hit", "score", "bat", "play", "throw", "run" ], [ "image", "display", "screen", "quality", "bit", "color", "file", "format", "convert", "version" ], [ "sale", "apple", "shipping", "sell", "monitor", "price", "drive", "computer", "software", "buy" ], [ "armenian", "war", "village", "turkish", "israeli", "genocide", "jewish", "massacre", "russian", "attack" ], [ "file", "format", "directory", "download", "copy", "archive", "convert", "window", "program", "edit" ], [ "play", "season", "team", "player", "game", "hockey", "league", "draft", "year", "playoff" ], [ "work", "low", "problem", "good", "make", "cost", "lot", "light", "high", "time" ], [ "scsi", "drive", "hard", "ide", "pin", "master", "controller", "meg", "cable", "disk" ], [ "federal", "police", "gun", "law", "firearm", "state", "court", "crime", "file", "amendment" ], [ "orbit", "mission", "planet", "space", "earth", "shuttle", "launch", "solar", "moon", "satellite" ], [ "cost", "health", "government", "insurance", "money", "private", "tax", "fund", "pay", "spend" ], [ "output", "application", "widget", "window", "program", "entry", "file", "server", "set", "include" ], [ "cover", "book", "copy", "bag", "annual", "good", "price", "list", "title", "excellent" ], [ "day", "year", "week", "month", "trade", "ago", "time", "start", "contract", "post" ], [ "brake", "speed", "engine", "drive", "mile", "car", "wheel", "tire", "auto", "owner" ], [ "encryption", "key", "chip", "algorithm", "escrow", "clipper", "encrypt", "security", "secure", "message" ], [ "text", "write", "book", "translation", "read", "article", "word", "page", "quote", "author" ], [ "list", "request", "post", "newsgroup", "send", "message", "mail", "posting", "address", "article" ], [ "doctor", "patient", "medical", "drug", "treatment", "disease", "health", "study", "pain", "effect" ], [ "graphic", "image", "software", "internet", "user", "package", "information", "datum", "computer", "mail" ], [ "mile", "ride", "dog", "road", "bike", "motorcycle", "turn", "buy", "tire", "car" ], [ "goal", "score", "game", "play", "period", "shot", "penalty", "blue", "season", "team" ] ]
79.752388
average_word_embeddings_glove.6B.300d
0.678
0.15678
0.216307
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42
20 Newsgroups Preprocessed
KeyNMF
10
[ [ "reason", "fact", "change", "simply", "provide", "government", "result", "kind", "information", "public" ], [ "file", "software", "drive", "problem", "window", "program", "run", "information", "computer", "set" ], [ "sense", "make", "easy", "point", "money", "pay", "hard", "feel", "difference", "big" ], [ "good", "buy", "bad", "pretty", "lot", "offer", "car", "reason", "price", "long" ], [ "week", "happen", "hard", "time", "turn", "day", "month", "long", "start", "change" ], [ "person", "people", "life", "day", "country", "world", "man", "leave", "government", "place" ], [ "understand", "bad", "lot", "kind", "thing", "sort", "happen", "reason", "idea", "wrong" ], [ "fine", "start", "result", "kind", "turn", "week", "set", "change", "work", "end" ], [ "question", "answer", "true", "read", "understand", "follow", "person", "point", "case", "matter" ], [ "ago", "play", "start", "win", "team", "game", "year", "player", "day", "season" ] ]
22.146455
average_word_embeddings_glove.6B.300d
0.76
0.04131
0.214926
0.249769
42
20 Newsgroups Preprocessed
KeyNMF
20
[ [ "read", "point", "case", "true", "life", "understand", "follow", "person", "idea", "wrong" ], [ "run", "information", "software", "file", "window", "program", "application", "computer", "user", "write" ], [ "sense", "money", "clear", "hard", "easy", "make", "difference", "offer", "end", "decision" ], [ "good", "bad", "pretty", "long", "offer", "job", "level", "quality", "hope", "idea" ], [ "time", "hard", "long", "turn", "spend", "happen", "require", "week", "result", "rest" ], [ "person", "kill", "country", "life", "world", "people", "stop", "bring", "leave", "live" ], [ "thing", "sort", "happen", "feel", "real", "understand", "hard", "bad", "wrong", "hear" ], [ "fine", "work", "set", "end", "result", "idea", "simply", "important", "support", "similar" ], [ "important", "clear", "result", "simply", "turn", "understand", "fact", "matter", "bring", "instance" ], [ "year", "recent", "long", "past", "ago", "number", "early", "study", "month", "week" ], [ "run", "bad", "fix", "problem", "idea", "case", "long", "window", "solution", "happen" ], [ "issue", "clear", "subject", "hope", "matter", "question", "answer", "understand", "expect", "regard" ], [ "drive", "hard", "car", "buy", "sell", "price", "high", "cost", "offer", "card" ], [ "place", "leave", "day", "start", "turn", "long", "week", "end", "hand", "rest" ], [ "simply", "kind", "idea", "bring", "similar", "sort", "hard", "important", "turn", "result" ], [ "government", "law", "public", "support", "provide", "order", "country", "issue", "control", "case" ], [ "big", "easy", "feel", "lot", "bad", "real", "money", "talk", "difference", "stuff" ], [ "game", "season", "win", "play", "team", "player", "run", "score", "point", "goal" ], [ "addition", "follow", "require", "specific", "turn", "similar", "provide", "change", "longer", "result" ], [ "mind", "true", "sort", "explain", "result", "idea", "reason", "simply", "clear", "matter" ] ]
23.150147
average_word_embeddings_glove.6B.300d
0.62
0.039493
0.207276
0.274974
42
20 Newsgroups Preprocessed
KeyNMF
30
[ [ "wrong", "life", "matter", "understand", "mind", "person", "true", "feel", "sense", "talk" ], [ "program", "information", "user", "number", "access", "software", "computer", "provide", "support", "require" ], [ "sense", "easy", "difficult", "clear", "future", "effort", "decision", "difference", "money", "make" ], [ "pretty", "good", "bad", "job", "hope", "level", "offer", "quality", "luck", "book" ], [ "result", "week", "addition", "month", "time", "spend", "bring", "thought", "happen", "rest" ], [ "people", "country", "bring", "world", "live", "child", "kill", "care", "person", "stop" ], [ "bad", "sort", "hear", "happen", "thing", "real", "wrong", "difficult", "stuff", "simply" ], [ "work", "set", "simply", "fine", "week", "important", "similar", "sort", "support", "cost" ], [ "team", "player", "game", "win", "play", "season", "score", "goal", "lose", "great" ], [ "ago", "year", "month", "week", "number", "couple", "recent", "continue", "past", "early" ], [ "happen", "experience", "solution", "fix", "problem", "bad", "solve", "error", "effect", "big" ], [ "regard", "specific", "clear", "response", "expect", "answer", "matter", "issue", "question", "subject" ], [ "instance", "fact", "simply", "result", "bring", "clear", "matter", "important", "subject", "similar" ], [ "day", "week", "month", "today", "rest", "ago", "life", "night", "country", "continue" ], [ "pay", "buy", "cost", "car", "price", "sell", "offer", "sale", "include", "money" ], [ "country", "law", "support", "public", "state", "government", "order", "issue", "policy", "control" ], [ "feel", "lot", "easy", "big", "money", "bad", "talk", "real", "stuff", "difference" ], [ "window", "run", "program", "application", "card", "bit", "file", "set", "software", "display" ], [ "speed", "software", "drive", "car", "power", "disk", "hard", "computer", "scsi", "fast" ], [ "reason", "prove", "clear", "similar", "simply", "explain", "sort", "important", "expect", "result" ], [ "stop", "start", "talk", "win", "easy", "wait", "finally", "hope", "expect", "feel" ], [ "longer", "change", "month", "clear", "turn", "continue", "similar", "addition", "check", "result" ], [ "read", "write", "mail", "post", "book", "list", "send", "address", "message", "group" ], [ "kind", "country", "turn", "hope", "simply", "result", "bring", "important", "similar", "sort" ], [ "follow", "subject", "order", "include", "offer", "return", "issue", "word", "present", "set" ], [ "long", "big", "large", "short", "space", "term", "result", "small", "effect", "build" ], [ "position", "low", "difference", "point", "real", "claim", "view", "agree", "high", "power" ], [ "bad", "idea", "space", "large", "money", "small", "build", "form", "view", "suggest" ], [ "evidence", "court", "law", "matter", "result", "claim", "issue", "happen", "case", "prove" ], [ "place", "end", "leave", "stop", "set", "man", "turn", "hold", "hand", "order" ] ]
25.719697
average_word_embeddings_glove.6B.300d
0.62
0.043266
0.198633
0.279905
42
20 Newsgroups Preprocessed
KeyNMF
40
[ [ "sort", "clear", "stop", "left", "rest", "leave", "bring", "longer", "turn", "hand" ], [ "provide", "support", "require", "specific", "addition", "result", "similar", "create", "user", "access" ], [ "decision", "difference", "money", "clear", "easy", "make", "sense", "effort", "difficult", "feel" ], [ "hope", "luck", "good", "job", "level", "chance", "pretty", "offer", "quality", "book" ], [ "week", "rest", "time", "month", "happen", "spend", "thought", "bring", "addition", "ready" ], [ "people", "kill", "world", "person", "country", "stop", "care", "live", "real", "realize" ], [ "talk", "thing", "stuff", "difficult", "hear", "real", "happen", "feel", "remember", "sort" ], [ "important", "work", "fine", "simply", "project", "sort", "similar", "experience", "week", "job" ], [ "understand", "true", "matter", "wrong", "mind", "simply", "view", "sense", "belief", "word" ], [ "ago", "past", "continue", "month", "year", "week", "recent", "early", "couple", "study" ], [ "fix", "solution", "problem", "solve", "error", "experience", "similar", "screen", "buy", "fine" ], [ "response", "regard", "hope", "simple", "specific", "answer", "issue", "subject", "expect", "question" ], [ "subject", "continue", "longer", "today", "bring", "clear", "result", "important", "simply", "fact" ], [ "week", "month", "day", "today", "rest", "night", "ago", "leave", "continue", "country" ], [ "today", "addition", "longer", "similar", "change", "continue", "check", "month", "specific", "clear" ], [ "government", "order", "public", "country", "law", "issue", "state", "policy", "control", "today" ], [ "high", "power", "big", "low", "car", "build", "control", "large", "small", "speed" ], [ "game", "win", "team", "player", "play", "season", "goal", "lose", "great", "score" ], [ "feel", "money", "lot", "big", "easy", "talk", "guess", "real", "stuff", "difference" ], [ "simply", "similar", "reason", "expect", "clear", "today", "result", "prove", "longer", "explain" ], [ "wait", "start", "win", "easy", "stop", "stay", "finally", "talk", "hand", "expect" ], [ "kind", "sort", "bring", "result", "similar", "simply", "country", "important", "hope", "thought" ], [ "hard", "car", "controller", "speed", "floppy", "scsi", "disk", "drive", "format", "check" ], [ "money", "form", "idea", "view", "world", "space", "mind", "large", "sort", "build" ], [ "hope", "man", "great", "life", "feel", "person", "child", "bring", "leave", "love" ], [ "long", "term", "short", "ago", "hand", "space", "big", "break", "large", "week" ], [ "point", "view", "agree", "real", "position", "claim", "exist", "difference", "statement", "state" ], [ "run", "home", "machine", "window", "hit", "fast", "memory", "application", "server", "slow" ], [ "key", "number", "order", "phone", "large", "address", "line", "company", "check", "list" ], [ "return", "follow", "present", "subject", "order", "include", "offer", "message", "issue", "sale" ], [ "legal", "criminal", "issue", "case", "action", "evidence", "claim", "person", "law", "court" ], [ "subject", "access", "source", "information", "include", "internet", "send", "computer", "public", "specific" ], [ "computer", "card", "video", "bit", "software", "color", "driver", "monitor", "hardware", "screen" ], [ "control", "application", "set", "order", "line", "check", "display", "message", "user", "world" ], [ "write", "read", "mail", "book", "post", "send", "message", "hear", "address", "group" ], [ "order", "place", "hand", "hold", "break", "leave", "man", "large", "home", "world" ], [ "bad", "feel", "happen", "pretty", "experience", "wrong", "hand", "lose", "bit", "remember" ], [ "write", "create", "include", "user", "program", "window", "file", "image", "application", "format" ], [ "price", "buy", "sell", "pay", "offer", "sale", "money", "mail", "cost", "include" ], [ "today", "hope", "stop", "end", "chance", "month", "begin", "return", "rest", "order" ] ]
29.00227
average_word_embeddings_glove.6B.300d
0.56
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0.297538
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20 Newsgroups Preprocessed
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20 Newsgroups Preprocessed
CombinedTM
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average_word_embeddings_glove.6B.300d
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20 Newsgroups Preprocessed
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[ [ "good", "run", "make", "system", "time", "work", "support", "version", "quality", "software" ], [ "start", "floor", "happen", "people", "time", "back", "door", "didn", "room", "afraid" ], [ "dog", "compound", "serve", "tank", "knock", "warrant", "fire", "batf", "gas", "responsible" ], [ "encryption", "key", "secret", "secure", "chip", "security", "clipper", "enforcement", "algorithm", "encrypt" ], [ "vga", "mouse", "font", "window", "resolution", "driver", "screen", "memory", "monitor", "manager" ], [ "due", "wave", "improvement", "cut", "couple", "suit", "fill", "powerful", "extend", "portion" ], [ "orbit", "mission", "satellite", "degree", "low", "space", "perform", "launch", "distance", "energy" ], [ "file", "entry", "output", "program", "rule", "line", "input", "widget", "define", "remark" ], [ "war", "armenian", "jewish", "genocide", "turkish", "land", "israeli", "russian", "village", "muslim" ], [ "sexual", "sex", "gay", "homosexuality", "sin", "man", "male", "church", "homosexual", "relationship" ], [ "highly", "solve", "greatly", "previously", "portion", "consist", "gather", "equivalent", "importance", "actual" ], [ "address", "mail", "internet", "email", "request", "send", "post", "list", "mailing", "network" ], [ "season", "game", "year", "team", "play", "player", "win", "league", "goal", "baseball" ], [ "drive", "controller", "bus", "scsi", "pin", "card", "cpu", "board", "disk", "hard" ], [ "sale", "price", "condition", "offer", "sell", "shipping", "excellent", "cover", "ship", "interested" ], [ "atheism", "belief", "universe", "religion", "moral", "existence", "claim", "thing", "atheist", "truth" ], [ "rate", "firearm", "insurance", "law", "amendment", "bill", "crime", "drug", "gun", "health" ], [ "engine", "power", "car", "replace", "ground", "wire", "bike", "voltage", "front", "circuit" ], [ "aware", "letter", "portion", "lose", "comment", "introduce", "summary", "ranger", "respond", "rely" ], [ "good", "president", "make", "work", "thing", "day", "give", "speak", "eternal", "time" ] ]
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20 Newsgroups Preprocessed
CombinedTM
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average_word_embeddings_glove.6B.300d
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20 Newsgroups Preprocessed
CombinedTM
40
[ [ "child", "agent", "batf", "people", "time", "compound", "thing", "gas", "responsibility", "fire" ], [ "atheist", "make", "objective", "belief", "morality", "thing", "moral", "point", "atheism", "existence" ], [ "cover", "art", "thousand", "copy", "issue", "annual", "bag", "sign", "begin", "generation" ], [ "church", "sex", "homosexual", "homosexuality", "sin", "sexual", "relationship", "condemn", "male", "gay" ], [ "post", "topic", "newsgroup", "news", "posting", "read", "article", "group", "reply", "net" ], [ "word", "amendment", "text", "quote", "constitution", "sentence", "arm", "translation", "write", "scripture" ], [ "video", "monitor", "printer", "mode", "resolution", "card", "vga", "driver", "print", "font" ], [ "privacy", "administration", "technology", "policy", "economic", "government", "industry", "president", "communication", "business" ], [ "portion", "extend", "variety", "exact", "pre", "due", "aware", "actual", "numerous", "previously" ], [ "archive", "send", "request", "mail", "list", "site", "mailing", "database", "message", "pub" ], [ "numerous", "careful", "portion", "due", "worry", "forget", "collect", "ready", "possibly", "eventually" ], [ "dog", "lock", "bike", "ride", "back", "traffic", "door", "room", "stay", "mirror" ], [ "chip", "bit", "key", "block", "algorithm", "encrypt", "number", "phone", "generate", "random" ], [ "knock", "warrant", "serve", "arrest", "search", "batf", "fire", "branch", "responsible", "charge" ], [ "israeli", "peace", "arab", "state", "country", "occupy", "party", "jewish", "land", "territory" ], [ "perform", "shuttle", "space", "rocket", "station", "flight", "mission", "system", "instrument", "vehicle" ], [ "domain", "specifically", "internet", "electronic", "advance", "summary", "frequently", "greatly", "reference", "prefer" ], [ "file", "remark", "output", "entry", "program", "build", "rule", "byte", "info", "section" ], [ "class", "widget", "window", "event", "set", "application", "button", "default", "motif", "attribute" ], [ "crime", "criminal", "gun", "firearm", "weapon", "control", "rate", "violent", "ban", "defense" ], [ "dealer", "car", "engine", "mile", "buy", "transmission", "seat", "automatic", "replace", "owner" ], [ "pin", "ide", "transfer", "bus", "supply", "controller", "connector", "scsi", "drive", "mhz" ], [ "remove", "water", "battery", "turn", "ground", "effect", "heat", "pull", "cool", "side" ], [ "board", "pin", "internal", "port", "connect", "external", "modem", "monitor", "parallel", "apple" ], [ "support", "keyboard", "run", "version", "client", "server", "workstation", "system", "make", "work" ], [ "pay", "sale", "condition", "sell", "offer", "ticket", "excellent", "kit", "company", "price" ], [ "shipping", "item", "sale", "floppy", "include", "price", "disk", "interested", "offer", "manual" ], [ "conference", "university", "school", "registration", "student", "education", "vote", "summer", "research", "virtual" ], [ "disk", "crash", "problem", "setup", "instal", "backup", "boot", "error", "install", "load" ], [ "orbit", "mission", "current", "fly", "moon", "planet", "satellite", "launch", "solar", "visible" ], [ "explanation", "material", "half", "physical", "theory", "star", "anti", "find", "universe", "explain" ], [ "color", "picture", "conversion", "quality", "convert", "scale", "tool", "format", "processing", "image" ], [ "lose", "play", "game", "period", "goal", "win", "playoff", "score", "series", "devil" ], [ "good", "make", "work", "time", "thing", "compression", "point", "question", "fair", "give" ], [ "civilian", "village", "people", "body", "massacre", "troop", "town", "attack", "dead", "soldier" ], [ "hit", "team", "player", "year", "average", "career", "league", "baseball", "good", "ability" ], [ "health", "food", "private", "medical", "medicine", "insurance", "care", "doctor", "drug", "patient" ], [ "dream", "absolute", "truth", "understand", "belief", "notion", "hate", "atheist", "exist", "hold" ], [ "eternal", "day", "life", "pray", "die", "time", "hell", "make", "great", "heart" ], [ "volume", "turkish", "population", "genocide", "percent", "foreign", "muslim", "participate", "document", "office" ] ]
1,106.506394
average_word_embeddings_glove.6B.300d
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20 Newsgroups Preprocessed
CombinedTM
50
[ [ "israeli", "arab", "peace", "occupy", "territory", "jewish", "civilian", "country", "target", "land" ], [ "society", "people", "moral", "abuse", "freedom", "private", "insurance", "drug", "majority", "morality" ], [ "window", "driver", "run", "problem", "crash", "load", "mouse", "machine", "fine", "memory" ], [ "modem", "external", "interested", "internal", "brand", "sale", "fax", "offer", "shipping", "meg" ], [ "arm", "constitution", "amendment", "bear", "sentence", "law", "court", "federal", "restrict", "government" ], [ "heat", "battery", "energy", "water", "physical", "air", "temperature", "reaction", "material", "oil" ], [ "offer", "company", "interested", "sell", "price", "condition", "pay", "sale", "insurance", "excellent" ], [ "worry", "carefully", "haven", "eventually", "careful", "bank", "due", "portion", "fill", "longer" ], [ "gas", "fire", "building", "compound", "tank", "agent", "batf", "people", "child", "door" ], [ "context", "sexual", "homosexuality", "homosexual", 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average_word_embeddings_glove.6B.300d
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ZeroShotTM
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[ [ "memory", "font", "error", "driver", "window", "mouse", "button", "manager", "screen", "vga" ], [ "space", "orbit", "disease", "patient", "launch", "year", "study", "medical", "earth", "mission" ], [ "frequently", "consist", "imagine", "portion", "trouble", "length", "direction", "quickly", "poor", "capable" ], [ "car", "scsi", "disk", "drive", "pin", "speed", "card", "bike", "bus", "fast" ], [ "paper", "purchase", "magazine", "interested", "sale", "fee", "art", "consist", "ship", "portion" ], [ "goal", "game", "player", "team", "win", "score", "baseball", "play", "hit", "season" ], [ "software", "system", "format", "run", "version", "work", "program", "file", "entry", "image" ], [ "kill", "israeli", "armenian", "turkish", "child", "time", "war", "people", "woman", "population" ], [ "sin", "question", "church", "faith", "belief", "christian", "religion", "thing", "evidence", "truth" ], [ "chip", "key", "clipper", "law", "agency", "phone", "private", "secure", "encryption", "enforcement" ] ]
995.209433
average_word_embeddings_glove.6B.300d
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20 Newsgroups Preprocessed
ZeroShotTM
20
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