seed
int64 42
46
| dataset
stringclasses 6
values | model
stringclasses 13
values | n_topics
int64 10
50
| topic_descriptions
sequencelengths 1
50
| runtime_s
float64 0.93
52.3k
| encoder
stringclasses 5
values | diversity
float64 0.09
1
| c_npmi
float64 -0.38
0.21
| wec_ex
float64 0.11
0.49
| wec_in
float64 0.07
0.94
|
---|---|---|---|---|---|---|---|---|---|---|
42 | BBC News | KeyNMF | 10 | [
[
"year",
"years",
"world",
"10",
"day",
"number",
"end",
"new",
"2004",
"ago"
],
[
"want",
"think",
"make",
"good",
"like",
"way",
"going",
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"really"
],
[
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"rise",
"rate",
"prices",
"month",
"months"
],
[
"people",
"way",
"technology",
"internet",
"computer",
"users",
"use",
"using",
"used",
"like"
],
[
"award",
"actor",
"best",
"film",
"awards",
"movie",
"oscar",
"actress",
"films",
"star"
],
[
"win",
"play",
"second",
"game",
"final",
"match",
"team",
"players",
"half",
"victory"
],
[
"company",
"market",
"business",
"shares",
"firms",
"deal",
"financial",
"companies",
"stock",
"analysts"
],
[
"way",
"time",
"years",
"seen",
"come",
"far",
"coming",
"taking",
"days",
"given"
],
[
"saying",
"people",
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"said",
"party",
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],
[
"government",
"country",
"public",
"plans",
"people",
"plan",
"say",
"years",
"make",
"money"
]
] | 3.03712 | average_word_embeddings_glove.6B.300d | 0.89 | 0.036858 | 0.268382 | 0.825262 |
42 | BBC News | KeyNMF | 20 | [
[
"decision",
"case",
"court",
"asked",
"saying",
"told",
"said",
"statement",
"legal",
"added"
],
[
"want",
"work",
"fact",
"way",
"instead",
"saying",
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"going",
"simply"
],
[
"growth",
"economy",
"economic",
"rise",
"rate",
"prices",
"month",
"expected",
"market",
"demand"
],
[
"use",
"users",
"using",
"technology",
"computer",
"used",
"software",
"internet",
"phone",
"access"
],
[
"2004",
"new",
"number",
"10",
"music",
"album",
"band",
"including",
"released",
"shows"
],
[
"win",
"second",
"final",
"world",
"champion",
"open",
"set",
"olympic",
"title",
"winning"
],
[
"financial",
"companies",
"company",
"business",
"market",
"shares",
"deal",
"analysts",
"stock",
"firms"
],
[
"days",
"time",
"come",
"taking",
"coming",
"seen",
"business",
"far",
"given",
"able"
],
[
"expected",
"months",
"day",
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"weeks",
"earlier",
"week",
"saying"
],
[
"want",
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],
[
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"actress",
"star",
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],
[
"players",
"team",
"play",
"game",
"playing",
"win",
"england",
"match",
"played",
"league"
],
[
"months",
"recent",
"seen",
"coming",
"despite",
"work",
"years",
"20",
"came",
"ago"
],
[
"party",
"political",
"asked",
"said",
"told",
"election",
"vote",
"prime",
"blair",
"opposition"
],
[
"want",
"working",
"work",
"public",
"help",
"people",
"day",
"change",
"able",
"allow"
],
[
"second",
"win",
"goal",
"half",
"came",
"game",
"minutes",
"took",
"ball",
"scored"
],
[
"plans",
"plan",
"country",
"government",
"public",
"money",
"come",
"economic",
"countries",
"need"
],
[
"think",
"come",
"good",
"like",
"really",
"going",
"know",
"better",
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],
[
"previous",
"million",
"2005",
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"world",
"2003",
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"day",
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],
[
"say",
"going",
"want",
"taken",
"law",
"far",
"saying",
"bring",
"fact",
"concerned"
]
] | 3.313205 | average_word_embeddings_glove.6B.300d | 0.77 | -0.003466 | 0.258844 | 0.854128 |
42 | BBC News | KeyNMF | 30 | [
[
"think",
"asked",
"said",
"says",
"told",
"tuesday",
"added",
"statement",
"monday",
"agreed"
],
[
"fact",
"instead",
"way",
"work",
"use",
"want",
"able",
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],
[
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],
[
"used",
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],
[
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[
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[
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],
[
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],
[
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],
[
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],
[
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],
[
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"win",
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],
[
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],
[
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],
[
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[
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],
[
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],
[
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],
[
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"despite",
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],
[
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],
[
"10",
"weeks",
"days",
"recent",
"friday",
"day",
"month",
"end",
"weekend",
"seen"
],
[
"like",
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"good",
"really",
"going",
"better",
"look",
"know",
"lot",
"want"
],
[
"service",
"access",
"mobile",
"network",
"able",
"phone",
"services",
"digital",
"technology",
"video"
],
[
"work",
"new",
"cost",
"plans",
"shows",
"working",
"making",
"set",
"early",
"including"
],
[
"need",
"given",
"change",
"result",
"continue",
"taking",
"money",
"able",
"provide",
"earlier"
],
[
"match",
"win",
"final",
"second",
"set",
"open",
"beat",
"round",
"victory",
"tournament"
],
[
"song",
"music",
"released",
"best",
"band",
"number",
"rock",
"including",
"album",
"single"
],
[
"month",
"european",
"meeting",
"friday",
"saying",
"statement",
"thursday",
"want",
"taking",
"public"
],
[
"case",
"rights",
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"given",
"court",
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"charges",
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],
[
"months",
"result",
"weeks",
"recent",
"money",
"coming",
"given",
"spending",
"increase",
"companies"
]
] | 3.36506 | average_word_embeddings_glove.6B.300d | 0.706667 | -0.032279 | 0.240429 | 0.856394 |
42 | BBC News | KeyNMF | 40 | [
[
"change",
"working",
"people",
"believe",
"number",
"help",
"public",
"according",
"able",
"today"
],
[
"better",
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],
[
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"spending",
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"prices",
"exports",
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],
[
"use",
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"using",
"software",
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],
[
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],
[
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],
[
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],
[
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],
[
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],
[
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],
[
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],
[
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],
[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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]
] | 4.999787 | average_word_embeddings_glove.6B.300d | 0.6825 | -0.041068 | 0.235258 | 0.861945 |
42 | BBC News | KeyNMF | 50 | [
[
"warned",
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"seen",
"public",
"policy",
"issue",
"plans",
"private",
"today",
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],
[
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[
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[
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[
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[
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[
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] | 5.383332 | average_word_embeddings_glove.6B.300d | 0.62 | -0.062197 | 0.217816 | 0.86213 |
42 | BBC News | FASTopic | 10 | [
[
"yukos",
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] | 64.089327 | average_word_embeddings_glove.6B.300d | 1 | 0.05737 | 0.222374 | 0.889096 |
42 | BBC News | FASTopic | 20 | [
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[
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] | 259.250576 | average_word_embeddings_glove.6B.300d | 1 | -0.007287 | 0.227012 | 0.906667 |
42 | BBC News | FASTopic | 30 | [
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[
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]
] | 417.708739 | average_word_embeddings_glove.6B.300d | 1 | -0.093769 | 0.211251 | 0.910619 |
42 | BBC News | FASTopic | 40 | [
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[
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] | 403.784452 | average_word_embeddings_glove.6B.300d | 0.9925 | -0.102367 | 0.205718 | 0.911375 |
42 | BBC News | FASTopic | 50 | [
[
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"rap",
"hip",
"artists",
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42 | BBC News | S³_angular | 10 | [
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42 | BBC News | S³_angular | 20 | [
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42 | BBC News | S³_angular | 30 | [
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42 | BBC News | S³_angular | 40 | [
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42 | BBC News | S³_angular | 50 | [
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42 | BBC News | S³_combined | 10 | [
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] | 1.011985 | average_word_embeddings_glove.6B.300d | 0.99 | -0.227096 | 0.252629 | 0.922118 |
42 | BBC News | S³_combined | 20 | [
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42 | BBC News | S³_combined | 30 | [
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42 | BBC News | S³_combined | 40 | [
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42 | BBC News | S³_combined | 50 | [
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42 | 20 Newsgroups Preprocessed | BERTopic | 10 | [
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42 | 20 Newsgroups Preprocessed | BERTopic | 20 | [
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] | 26.659425 | average_word_embeddings_glove.6B.300d | 0.825 | 0.110569 | 0.177344 | 0.425987 |
42 | 20 Newsgroups Preprocessed | BERTopic | 30 | [
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] | 25.928909 | average_word_embeddings_glove.6B.300d | 0.823333 | 0.127005 | 0.178904 | 0.461888 |
42 | 20 Newsgroups Preprocessed | BERTopic | 40 | [
[
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"encryption",
"key",
"chip",
"escrow",
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"encrypt",
"bit",
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[
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[
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] | 25.473551 | average_word_embeddings_glove.6B.300d | 0.78 | 0.133479 | 0.184738 | 0.478816 |
42 | 20 Newsgroups Preprocessed | BERTopic | 50 | [
[
"batf",
"firearm",
"crime",
"weapon",
"criminal",
"gun",
"control",
"police",
"death",
"rate"
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[
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],
[
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[
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] | 25.508804 | average_word_embeddings_glove.6B.300d | 0.792 | 0.130688 | 0.181554 | 0.479869 |
42 | 20 Newsgroups Preprocessed | NMF | 10 | [
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"format",
"color",
"bit",
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"image",
"program",
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]
] | 2.673695 | average_word_embeddings_glove.6B.300d | 0.86 | 0.125153 | 0.149234 | 0.387425 |
42 | 20 Newsgroups Preprocessed | NMF | 20 | [
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[
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42 | 20 Newsgroups Preprocessed | NMF | 30 | [
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42 | 20 Newsgroups Preprocessed | NMF | 40 | [
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42 | 20 Newsgroups Preprocessed | NMF | 50 | [
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42 | 20 Newsgroups Preprocessed | LDA | 10 | [
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42 | 20 Newsgroups Preprocessed | LDA | 20 | [
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],
[
"team",
"hit",
"lose",
"year",
"make",
"time",
"run",
"good",
"player",
"win"
],
[
"call",
"time",
"year",
"day",
"leave",
"people",
"child",
"live",
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],
[
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"driver",
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],
[
"version",
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"source",
"user",
"client"
],
[
"period",
"game",
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"goal",
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"fan",
"lead",
"shot",
"point"
],
[
"mission",
"earth",
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"year",
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],
[
"post",
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],
[
"year",
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],
[
"vote",
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"theory",
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"bill",
"criminal",
"crime",
"firearm"
],
[
"program",
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"window",
"problem",
"font",
"work",
"run",
"error",
"application",
"manager"
],
[
"jewish",
"turkish",
"war",
"people",
"israeli",
"armenian",
"government",
"kill",
"attack",
"village"
],
[
"word",
"thing",
"point",
"people",
"make",
"question",
"religion",
"good",
"church",
"man"
],
[
"color",
"bit",
"file",
"image",
"format",
"graphic",
"display",
"software",
"program",
"datum"
],
[
"court",
"freedom",
"government",
"state",
"make",
"case",
"law",
"people",
"power",
"free"
],
[
"mail",
"post",
"list",
"book",
"send",
"address",
"file",
"information",
"email",
"entry"
],
[
"scsi",
"offer",
"port",
"price",
"sell",
"drive",
"sale",
"modem",
"bus",
"good"
]
] | 88.024248 | average_word_embeddings_glove.6B.300d | 0.755 | 0.097752 | 0.168354 | 0.348742 |
42 | 20 Newsgroups Preprocessed | LDA | 30 | [
[
"drug",
"study",
"disease",
"patient",
"medical",
"treatment",
"year",
"doctor",
"number",
"effect"
],
[
"key",
"encryption",
"phone",
"government",
"chip",
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"security",
"bit",
"privacy"
],
[
"engine",
"car",
"good",
"drive",
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"front",
"mile"
],
[
"ground",
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"light"
],
[
"video",
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"card",
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"speed",
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"mouse"
],
[
"money",
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"year",
"people",
"thing",
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],
[
"driver",
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],
[
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],
[
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],
[
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],
[
"interested",
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],
[
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],
[
"theory",
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"book",
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"universe",
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],
[
"start",
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"happen",
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"home",
"back",
"leave",
"people",
"time"
],
[
"turkish",
"war",
"armenian",
"people",
"israeli",
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"country",
"government",
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],
[
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"thing",
"belief",
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],
[
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],
[
"people",
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"state",
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"arm",
"legal",
"court",
"power"
],
[
"read",
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"problem",
"book",
"point",
"good",
"give",
"reference",
"text",
"make"
],
[
"hard",
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"bus",
"tape",
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],
[
"moon",
"mission",
"earth",
"satellite",
"orbit",
"year",
"system",
"launch",
"space",
"planet"
],
[
"time",
"work",
"ride",
"turn",
"bike",
"good",
"stop",
"motorcycle",
"friend",
"problem"
],
[
"address",
"list",
"system",
"message",
"post",
"information",
"mail",
"send",
"email",
"include"
],
[
"love",
"man",
"sin",
"people",
"life",
"make",
"good",
"die",
"give",
"day"
],
[
"water",
"people",
"time",
"church",
"group",
"member",
"post",
"year",
"feel",
"opinion"
],
[
"team",
"game",
"year",
"player",
"win",
"good",
"season",
"play",
"hit",
"make"
],
[
"kill",
"fire",
"people",
"child",
"gas",
"body",
"woman",
"dead",
"shoot",
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],
[
"police",
"gun",
"weapon",
"crime",
"firearm",
"criminal",
"law",
"batf",
"control",
"kill"
],
[
"entry",
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"line",
"rule",
"title"
],
[
"program",
"image",
"color",
"graphic",
"file",
"format",
"version",
"software",
"package",
"bit"
]
] | 108.857576 | average_word_embeddings_glove.6B.300d | 0.75 | 0.095733 | 0.166128 | 0.358023 |
42 | 20 Newsgroups Preprocessed | LDA | 40 | [
[
"medical",
"study",
"disease",
"patient",
"treatment",
"increase",
"health",
"effect",
"number",
"report"
],
[
"privacy",
"key",
"government",
"chip",
"clipper",
"security",
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"encryption",
"technology",
"law"
],
[
"cover",
"good",
"make",
"light",
"clean",
"front",
"back",
"air",
"oil",
"drive"
],
[
"problem",
"tape",
"number",
"radio",
"phone",
"record",
"line",
"cop",
"find",
"call"
],
[
"run",
"fast",
"machine",
"speed",
"performance",
"slow",
"system",
"cpu",
"mhz",
"chip"
],
[
"private",
"insurance",
"time",
"spend",
"make",
"year",
"pay",
"money",
"care",
"ago"
],
[
"power",
"pin",
"battery",
"wire",
"cable",
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"ground",
"connect",
"circuit",
"switch"
],
[
"file",
"include",
"set",
"server",
"client",
"widget",
"resource",
"display",
"motif",
"application"
],
[
"play",
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"game",
"goal",
"blue",
"shot",
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"save",
"lead",
"penalty"
],
[
"system",
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"orbit",
"project",
"cost",
"launch",
"space",
"design",
"satellite",
"shuttle"
],
[
"lot",
"thing",
"call",
"hear",
"people",
"time",
"week",
"stuff",
"good",
"make"
],
[
"question",
"president",
"vote",
"decision",
"work",
"make",
"job",
"people",
"talk",
"time"
],
[
"material",
"book",
"theory",
"energy",
"science",
"universe",
"scientific",
"black",
"physical",
"explain"
],
[
"time",
"leave",
"people",
"start",
"home",
"happen",
"door",
"live",
"day",
"back"
],
[
"state",
"israeli",
"country",
"force",
"arab",
"war",
"jewish",
"village",
"russian",
"peace"
],
[
"belief",
"religion",
"argument",
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"point",
"claim",
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"question",
"evidence",
"exist"
],
[
"sound",
"level",
"tool",
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"picture",
"datum",
"object",
"option",
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],
[
"state",
"law",
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"make",
"power",
"legal",
"court",
"government",
"property",
"people"
],
[
"planet",
"sun",
"surface",
"water",
"moon",
"plane",
"temperature",
"earth",
"point",
"degree"
],
[
"ide",
"scsi",
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"transfer",
"drive",
"bit",
"bus",
"modem",
"controller",
"datum"
],
[
"copy",
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"market",
"company",
"commercial",
"satellite",
"service",
"sell",
"price",
"current"
],
[
"offer",
"price",
"include",
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"sell",
"book",
"good",
"interested",
"manual",
"shipping"
],
[
"list",
"address",
"post",
"internet",
"send",
"email",
"message",
"information",
"mail",
"request"
],
[
"life",
"child",
"good",
"people",
"die",
"thing",
"make",
"death",
"human",
"man"
],
[
"control",
"time",
"people",
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"year",
"bill",
"number",
"gun",
"make",
"rate"
],
[
"game",
"win",
"team",
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"good",
"year",
"play",
"hit",
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"make"
],
[
"child",
"burn",
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"compound",
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"place"
],
[
"law",
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"criminal",
"crime",
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"weapon",
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"citizen"
],
[
"entry",
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"line",
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"rule",
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"info"
],
[
"image",
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"graphic",
"package",
"program",
"color"
],
[
"serial",
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"number",
"random",
"bit",
"block",
"chip",
"key",
"part",
"encrypt"
],
[
"hard",
"software",
"drive",
"system",
"disk",
"problem",
"memory",
"port",
"work",
"card"
],
[
"problem",
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"font",
"run",
"window",
"program",
"work",
"manager",
"application",
"file"
],
[
"color",
"driver",
"apple",
"print",
"monitor",
"printer",
"card",
"video",
"mode",
"vga"
],
[
"post",
"group",
"drug",
"time",
"newsgroup",
"read",
"article",
"people",
"war",
"flame"
],
[
"bike",
"engine",
"car",
"ride",
"buy",
"time",
"make",
"drive",
"good",
"road"
],
[
"minority",
"greek",
"class",
"safety",
"live",
"issue",
"auto",
"insist",
"magazine",
"world"
],
[
"people",
"turkish",
"armenian",
"government",
"genocide",
"year",
"muslim",
"arm",
"history",
"page"
],
[
"word",
"man",
"day",
"sin",
"people",
"love",
"make",
"church",
"speak",
"faith"
],
[
"culture",
"woman",
"body",
"brain",
"child",
"claim",
"kill",
"jewish",
"man",
"blood"
]
] | 134.897111 | average_word_embeddings_glove.6B.300d | 0.7525 | 0.110197 | 0.164517 | 0.398397 |
42 | 20 Newsgroups Preprocessed | LDA | 50 | [
[
"patient",
"disease",
"study",
"doctor",
"medical",
"treatment",
"effect",
"food",
"health",
"research"
],
[
"encryption",
"government",
"system",
"chip",
"key",
"clipper",
"algorithm",
"bit",
"secure",
"security"
],
[
"good",
"condition",
"drive",
"power",
"air",
"excellent",
"cover",
"hard",
"thing",
"clean"
],
[
"buy",
"number",
"line",
"chip",
"make",
"battery",
"company",
"phone",
"cheap",
"sell"
],
[
"make",
"average",
"run",
"ball",
"hit",
"base",
"ability",
"double",
"performance",
"field"
],
[
"tax",
"pay",
"spend",
"insurance",
"private",
"year",
"make",
"cost",
"care",
"money"
],
[
"ground",
"pin",
"wire",
"box",
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"connect",
"cable",
"unit",
"connector",
"remote"
],
[
"client",
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"widget",
"server",
"set",
"motif",
"resource",
"function",
"include",
"application"
],
[
"play",
"period",
"blue",
"goal",
"lead",
"save",
"shot",
"sound",
"red",
"penalty"
],
[
"shuttle",
"design",
"fuel",
"flight",
"high",
"system",
"mission",
"stage",
"test",
"time"
],
[
"side",
"back",
"flame",
"great",
"guy",
"net",
"people",
"start",
"bank",
"couple"
],
[
"people",
"president",
"job",
"work",
"make",
"decision",
"talk",
"press",
"time",
"question"
],
[
"physical",
"matter",
"book",
"white",
"science",
"scientific",
"universe",
"material",
"theory",
"black"
],
[
"people",
"leave",
"home",
"happen",
"door",
"live",
"time",
"start",
"didn",
"woman"
],
[
"land",
"force",
"state",
"country",
"human",
"people",
"israeli",
"policy",
"military",
"citizen"
],
[
"make",
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"claim",
"exist",
"word",
"people",
"true"
],
[
"input",
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"control",
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"memory",
"signal",
"power",
"switch",
"current"
],
[
"case",
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"legal",
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"court",
"make",
"people",
"arm"
],
[
"dog",
"hot",
"cool",
"heat",
"oil",
"cold",
"point",
"temperature",
"face",
"fan"
],
[
"speed",
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"ide",
"device",
"mhz",
"bit",
"datum"
],
[
"satellite",
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"cost",
"market",
"commercial"
],
[
"problem",
"time",
"work",
"good",
"student",
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"turn",
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"stop"
],
[
"email",
"address",
"post",
"mail",
"list",
"information",
"newsgroup",
"message",
"internet",
"send"
],
[
"sin",
"man",
"child",
"love",
"life",
"die",
"make",
"son",
"good",
"death"
],
[
"long",
"year",
"month",
"time",
"water",
"ago",
"good",
"bad",
"past",
"week"
],
[
"game",
"win",
"play",
"good",
"team",
"year",
"player",
"season",
"lose",
"time"
],
[
"tank",
"claim",
"burn",
"gas",
"place",
"fire",
"eye",
"body",
"start",
"child"
],
[
"weapon",
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"criminal",
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"batf",
"people",
"law",
"firearm",
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],
[
"entry",
"output",
"program",
"file",
"line",
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"rule",
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"info"
],
[
"source",
"version",
"code",
"file",
"program",
"directory",
"software",
"package",
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"include"
],
[
"hockey",
"sport",
"team",
"sign",
"fan",
"draft",
"ticket",
"bag",
"cover",
"man"
],
[
"hard",
"drive",
"software",
"modem",
"port",
"work",
"system",
"problem",
"disk",
"machine"
],
[
"window",
"problem",
"run",
"font",
"application",
"program",
"screen",
"manager",
"work",
"mouse"
],
[
"mode",
"monitor",
"apple",
"video",
"printer",
"driver",
"color",
"card",
"print",
"vga"
],
[
"drug",
"member",
"group",
"organization",
"secret",
"movement",
"war",
"church",
"time",
"intelligence"
],
[
"ride",
"engine",
"tire",
"make",
"car",
"drive",
"good",
"bike",
"buy",
"mile"
],
[
"auto",
"article",
"magazine",
"issue",
"world",
"real",
"safety",
"class",
"make",
"people"
],
[
"people",
"genocide",
"government",
"armenian",
"village",
"russian",
"turkish",
"muslim",
"greek",
"population"
],
[
"make",
"order",
"people",
"thing",
"call",
"church",
"day",
"time",
"speak",
"read"
],
[
"israeli",
"arab",
"kill",
"anti",
"woman",
"claim",
"attack",
"body",
"civilian",
"jewish"
],
[
"graphic",
"information",
"include",
"send",
"datum",
"software",
"computer",
"mail",
"package",
"system"
],
[
"man",
"sex",
"law",
"sexual",
"homosexuality",
"homosexual",
"gay",
"male",
"behavior",
"people"
],
[
"high",
"energy",
"model",
"low",
"figure",
"time",
"source",
"rate",
"light",
"power"
],
[
"child",
"weapon",
"law",
"firearm",
"question",
"bill",
"compound",
"cult",
"general",
"answer"
],
[
"display",
"format",
"color",
"program",
"image",
"quality",
"bit",
"convert",
"frame",
"size"
],
[
"planet",
"earth",
"surface",
"solar",
"moon",
"mission",
"orbit",
"sun",
"space",
"system"
],
[
"publish",
"bit",
"number",
"block",
"vote",
"difference",
"discussion",
"byte",
"propose",
"time"
],
[
"sale",
"offer",
"keyboard",
"price",
"sell",
"interested",
"include",
"shipping",
"ship",
"picture"
],
[
"book",
"write",
"reply",
"post",
"quote",
"read",
"article",
"send",
"find",
"word"
],
[
"belief",
"religious",
"people",
"atheism",
"atheist",
"religion",
"country",
"world",
"peace",
"make"
]
] | 152.232951 | average_word_embeddings_glove.6B.300d | 0.75 | 0.103376 | 0.169443 | 0.392874 |
42 | 20 Newsgroups Preprocessed | Top2Vec | 10 | [
[
"kind",
"game",
"time",
"good",
"play",
"chance",
"start",
"make",
"fact",
"thing"
],
[
"reason",
"kind",
"fact",
"time",
"make",
"good",
"instance",
"result",
"simply",
"change"
],
[
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[
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[
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[
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[
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[
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[
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]
] | 26.011611 | average_word_embeddings_glove.6B.300d | 0.35 | 0.005306 | 0.223968 | 0.206672 |
42 | 20 Newsgroups Preprocessed | Top2Vec | 20 | [
[
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[
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[
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[
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],
[
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],
[
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[
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]
] | 26.239555 | average_word_embeddings_glove.6B.300d | 0.25 | 0.004902 | 0.222853 | 0.213317 |
42 | 20 Newsgroups Preprocessed | Top2Vec | 30 | [
[
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"play",
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],
[
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[
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[
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[
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[
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[
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[
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],
[
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[
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[
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[
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[
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[
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]
] | 26.028051 | average_word_embeddings_glove.6B.300d | 0.206667 | 0.003833 | 0.217142 | 0.201051 |
42 | 20 Newsgroups Preprocessed | Top2Vec | 40 | [
[
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"good",
"play",
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],
[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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]
] | 27.575306 | average_word_embeddings_glove.6B.300d | 0.2 | 0.003849 | 0.211984 | 0.187041 |
42 | 20 Newsgroups Preprocessed | Top2Vec | 50 | [
[
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],
[
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[
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[
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[
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"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 | 0.153934 | 0.234116 | 0.520187 |
42 | 20 Newsgroups Preprocessed | GMM | 30 | [
[
"gun",
"law",
"firearm",
"police",
"crime",
"criminal",
"weapon",
"drug",
"batf",
"court"
],
[
"file",
"output",
"program",
"user",
"entry",
"key",
"function",
"code",
"information",
"include"
],
[
"year",
"ago",
"week",
"day",
"month",
"post",
"time",
"start",
"night",
"annual"
],
[
"israeli",
"people",
"kill",
"turkish",
"government",
"war",
"armenian",
"village",
"jewish",
"genocide"
],
[
"earth",
"launch",
"satellite",
"planet",
"mission",
"moon",
"shuttle",
"orbit",
"solar",
"space"
],
[
"key",
"government",
"encryption",
"clipper",
"private",
"chip",
"security",
"public",
"privacy",
"technology"
],
[
"doctor",
"medical",
"disease",
"patient",
"drug",
"health",
"treatment",
"study",
"food",
"effect"
],
[
"win",
"game",
"player",
"season",
"playoff",
"team",
"lose",
"play",
"year",
"score"
],
[
"application",
"manager",
"window",
"widget",
"resource",
"run",
"server",
"client",
"font",
"program"
],
[
"pen",
"player",
"goal",
"game",
"team",
"baseball",
"fan",
"play",
"playoff",
"score"
],
[
"run",
"problem",
"chip",
"work",
"bit",
"sound",
"machine",
"system",
"computer",
"key"
],
[
"modem",
"computer",
"printer",
"software",
"apple",
"card",
"price",
"monitor",
"cable",
"system"
],
[
"disk",
"scsi",
"drive",
"controller",
"rom",
"ide",
"tape",
"floppy",
"bio",
"hard"
],
[
"dog",
"light",
"tank",
"gas",
"bike",
"back",
"fire",
"ride",
"cover",
"hand"
],
[
"request",
"send",
"address",
"list",
"mail",
"email",
"mailing",
"reply",
"post",
"message"
],
[
"sin",
"son",
"man",
"love",
"child",
"life",
"father",
"die",
"woman",
"homosexual"
],
[
"wheel",
"brake",
"car",
"bike",
"ride",
"engine",
"rear",
"mile",
"tire",
"road"
],
[
"lot",
"thing",
"bad",
"remember",
"guy",
"guess",
"good",
"stuff",
"miss",
"joke"
],
[
"player",
"team",
"game",
"year",
"season",
"baseball",
"hockey",
"fan",
"play",
"league"
],
[
"pin",
"port",
"card",
"bus",
"scsi",
"mhz",
"cpu",
"serial",
"modem",
"controller"
],
[
"question",
"post",
"happen",
"people",
"point",
"fact",
"make",
"thing",
"feel",
"time"
],
[
"sale",
"pay",
"dealer",
"buy",
"sell",
"price",
"offer",
"copy",
"car",
"cost"
],
[
"directory",
"window",
"format",
"convert",
"font",
"faq",
"file",
"disk",
"download",
"image"
],
[
"religion",
"church",
"christian",
"faith",
"word",
"belief",
"atheist",
"argument",
"truth",
"homosexual"
],
[
"driver",
"card",
"video",
"bus",
"mode",
"slot",
"vga",
"window",
"graphic",
"memory"
],
[
"ground",
"circuit",
"heat",
"battery",
"voltage",
"temperature",
"water",
"wire",
"power",
"energy"
],
[
"article",
"book",
"read",
"text",
"write",
"copy",
"list",
"post",
"page",
"translation"
],
[
"save",
"lead",
"play",
"goal",
"score",
"period",
"shot",
"opportunity",
"power",
"devil"
],
[
"hit",
"pitch",
"pitcher",
"goal",
"play",
"ball",
"throw",
"game",
"run",
"score"
],
[
"format",
"file",
"display",
"color",
"image",
"graphic",
"bit",
"version",
"program",
"font"
]
] | 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",
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] | 79.752388 | average_word_embeddings_glove.6B.300d | 0.678 | 0.15678 | 0.216307 | 0.524626 |
42 | 20 Newsgroups Preprocessed | KeyNMF | 10 | [
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]
] | 22.146455 | average_word_embeddings_glove.6B.300d | 0.76 | 0.04131 | 0.214926 | 0.249769 |
42 | 20 Newsgroups Preprocessed | KeyNMF | 20 | [
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] | 23.150147 | average_word_embeddings_glove.6B.300d | 0.62 | 0.039493 | 0.207276 | 0.274974 |
42 | 20 Newsgroups Preprocessed | KeyNMF | 30 | [
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] | 25.719697 | average_word_embeddings_glove.6B.300d | 0.62 | 0.043266 | 0.198633 | 0.279905 |
42 | 20 Newsgroups Preprocessed | KeyNMF | 40 | [
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] | 29.00227 | average_word_embeddings_glove.6B.300d | 0.56 | 0.046245 | 0.1894 | 0.297538 |
42 | 20 Newsgroups Preprocessed | KeyNMF | 50 | [
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] | 35.250032 | average_word_embeddings_glove.6B.300d | 0.502 | 0.040741 | 0.183636 | 0.276085 |
42 | 20 Newsgroups Preprocessed | FASTopic | 10 | [
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]
] | 1,639.532323 | average_word_embeddings_glove.6B.300d | 1 | 0.093803 | 0.184576 | 0.470882 |
42 | 20 Newsgroups Preprocessed | FASTopic | 20 | [
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] | 1,370.781099 | average_word_embeddings_glove.6B.300d | 1 | 0.133091 | 0.224801 | 0.564112 |
42 | 20 Newsgroups Preprocessed | FASTopic | 30 | [
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] | 1,595.253212 | average_word_embeddings_glove.6B.300d | 0.986667 | 0.107101 | 0.214806 | 0.568779 |
42 | 20 Newsgroups Preprocessed | FASTopic | 40 | [
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] | 1,487.39641 | average_word_embeddings_glove.6B.300d | 0.975 | 0.103267 | 0.205674 | 0.57071 |
42 | 20 Newsgroups Preprocessed | FASTopic | 50 | [
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42 | 20 Newsgroups Preprocessed | S³ | 10 | [
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42 | 20 Newsgroups Preprocessed | S³ | 20 | [
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42 | 20 Newsgroups Preprocessed | S³ | 30 | [
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42 | 20 Newsgroups Preprocessed | S³ | 40 | [
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42 | 20 Newsgroups Preprocessed | S³ | 50 | [
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42 | 20 Newsgroups Preprocessed | S³_angular | 10 | [
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42 | 20 Newsgroups Preprocessed | S³_angular | 20 | [
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42 | 20 Newsgroups Preprocessed | S³_angular | 30 | [
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42 | 20 Newsgroups Preprocessed | S³_angular | 40 | [
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42 | 20 Newsgroups Preprocessed | S³_angular | 50 | [
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42 | 20 Newsgroups Preprocessed | S³_combined | 10 | [
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42 | 20 Newsgroups Preprocessed | S³_combined | 20 | [
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42 | 20 Newsgroups Preprocessed | S³_combined | 30 | [
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42 | 20 Newsgroups Preprocessed | S³_combined | 40 | [
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42 | 20 Newsgroups Preprocessed | S³_combined | 50 | [
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42 | 20 Newsgroups Preprocessed | CombinedTM | 10 | [
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42 | 20 Newsgroups Preprocessed | CombinedTM | 20 | [
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42 | 20 Newsgroups Preprocessed | CombinedTM | 30 | [
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42 | 20 Newsgroups Preprocessed | CombinedTM | 40 | [
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42 | 20 Newsgroups Preprocessed | CombinedTM | 50 | [
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42 | 20 Newsgroups Preprocessed | ZeroShotTM | 10 | [
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] | 995.209433 | average_word_embeddings_glove.6B.300d | 0.98 | 0.076975 | 0.166929 | 0.425271 |
42 | 20 Newsgroups Preprocessed | ZeroShotTM | 20 | [
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42 | 20 Newsgroups Preprocessed | ZeroShotTM | 30 | [
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42 | 20 Newsgroups Preprocessed | ZeroShotTM | 40 | [
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] | 1,046.525606 | average_word_embeddings_glove.6B.300d | 0.955 | 0.122299 | 0.170623 | 0.524179 |
42 | 20 Newsgroups Preprocessed | ZeroShotTM | 50 | [
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42 | 20 Newsgroups Raw | BERTopic | 10 | [
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42 | 20 Newsgroups Raw | BERTopic | 20 | [
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42 | 20 Newsgroups Raw | BERTopic | 30 | [
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42 | 20 Newsgroups Raw | BERTopic | 40 | [
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42 | 20 Newsgroups Raw | BERTopic | 50 | [
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"available",
"instance",
"using",
"use",
"software",
"computer",
"web",
"uses",
"information"
],
[
"using",
"instance",
"file",
"available",
"web",
"use",
"files",
"example",
"computer",
"allows"
]
] | 36.308709 | average_word_embeddings_glove.6B.300d | 0.155 | -0.020386 | 0.25479 | 0.364166 |
42 | 20 Newsgroups Raw | Top2Vec | 50 | [
[
"way",
"come",
"time",
"going",
"got",
"game",
"coming",
"_know_",
"play",
"know"
],
[
"way",
"taken",
"saying",
"people",
"time",
"come",
"fact",
"say",
"country",
"government"
],
[
"fact",
"actually",
"way",
"make",
"example",
"need",
"come",
"know",
"kind",
"_know_"
],
[
"instance",
"particular",
"way",
"use",
"make",
"things",
"actually",
"kind",
"example",
"fact"
],
[
"fact",
"saying",
"believe",
"say",
"reason",
"way",
"particular",
"regard",
"come",
"want"
],
[
"fact",
"say",
"come",
"saying",
"way",
"want",
"people",
"time",
"make",
"country"
],
[
"make",
"saying",
"fact",
"come",
"people",
"want",
"way",
"time",
"say",
"believe"
],
[
"use",
"need",
"make",
"way",
"fact",
"example",
"come",
"instead",
"actually",
"kind"
],
[
"actually",
"believe",
"_know_",
"kind",
"know",
"fact",
"come",
"way",
"think",
"thought"
],
[
"fact",
"think",
"kind",
"way",
"believe",
"actually",
"reason",
"_know_",
"come",
"know"
],
[
"instance",
"actually",
"fact",
"example",
"say",
"time",
"way",
"come",
"_know_",
"know"
],
[
"kind",
"instance",
"example",
"fact",
"way",
"time",
"actually",
"come",
"things",
"like"
],
[
"fact",
"actually",
"instead",
"make",
"come",
"way",
"time",
"example",
"need",
"kind"
],
[
"make",
"need",
"say",
"care",
"example",
"come",
"fact",
"way",
"want",
"instance"
],
[
"come",
"going",
"actually",
"way",
"time",
"know",
"kind",
"like",
"make",
"instead"
],
[
"come",
"20",
"make",
"year",
"30",
"week",
"way",
"time",
"10",
"15"
],
[
"make",
"use",
"example",
"time",
"way",
"instead",
"kind",
"actually",
"need",
"come"
],
[
"use",
"example",
"using",
"instance",
"instead",
"need",
"time",
"way",
"actually",
"make"
],
[
"way",
"fact",
"make",
"say",
"need",
"want",
"come",
"kind",
"actually",
"example"
],
[
"actually",
"way",
"need",
"example",
"make",
"instance",
"come",
"use",
"time",
"better"
],
[
"list",
"way",
"time",
"example",
"need",
"come",
"instance",
"make",
"know",
"_know_"
],
[
"come",
"fact",
"make",
"need",
"time",
"say",
"way",
"actually",
"going",
"instead"
],
[
"make",
"_know_",
"fact",
"come",
"instance",
"way",
"need",
"example",
"know",
"kind"
],
[
"instance",
"example",
"use",
"make",
"come",
"say",
"actually",
"need",
"fact",
"way"
],
[
"actually",
"example",
"instance",
"instead",
"way",
"like",
"kind",
"using",
"use",
"come"
],
[
"think",
"fact",
"come",
"time",
"way",
"going",
"make",
"say",
"_know_",
"know"
],
[
"know",
"come",
"way",
"actually",
"say",
"fact",
"_know_",
"saying",
"time",
"going"
],
[
"need",
"make",
"instance",
"fact",
"time",
"come",
"way",
"example",
"actually",
"_know_"
],
[
"_know_",
"going",
"actually",
"know",
"way",
"come",
"want",
"think",
"say",
"fact"
],
[
"know",
"come",
"think",
"way",
"fact",
"_know_",
"actually",
"going",
"time",
"things"
],
[
"say",
"actually",
"fact",
"come",
"way",
"make",
"want",
"need",
"time",
"_know_"
],
[
"actually",
"way",
"know",
"come",
"_know_",
"going",
"make",
"instead",
"fact",
"kind"
],
[
"actually",
"example",
"used",
"using",
"use",
"way",
"time",
"instance",
"make",
"instead"
],
[
"available",
"time",
"addition",
"20",
"example",
"10",
"instead",
"make",
"30",
"15"
],
[
"instance",
"example",
"need",
"time",
"way",
"using",
"make",
"use",
"instead",
"actually"
],
[
"instance",
"example",
"using",
"available",
"use",
"make",
"instead",
"time",
"actually",
"need"
],
[
"computer",
"example",
"use",
"using",
"computers",
"instance",
"available",
"need",
"internet",
"time"
],
[
"way",
"make",
"time",
"come",
"example",
"instance",
"addition",
"fact",
"going",
"say"
],
[
"example",
"addition",
"technology",
"information",
"computer",
"instance",
"work",
"time",
"business",
"way"
],
[
"example",
"time",
"instance",
"way",
"instead",
"using",
"need",
"particular",
"make",
"fact"
],
[
"time",
"actually",
"instance",
"example",
"use",
"computer",
"computers",
"make",
"better",
"using"
],
[
"use",
"instead",
"example",
"available",
"using",
"instance",
"time",
"computer",
"make",
"way"
],
[
"standard",
"available",
"computer",
"_4",
"computers",
"_5",
"2_",
"example",
"10",
"using"
],
[
"computers",
"need",
"example",
"instance",
"use",
"computer",
"hard",
"using",
"way",
"drive"
],
[
"time",
"make",
"need",
"instead",
"way",
"come",
"actually",
"example",
"hard",
"going"
],
[
"need",
"example",
"instance",
"way",
"come",
"time",
"windows",
"make",
"actually",
"computer"
],
[
"different",
"look",
"color",
"instead",
"instance",
"example",
"way",
"using",
"make",
"use"
],
[
"instead",
"example",
"use",
"instance",
"need",
"make",
"time",
"way",
"using",
"actually"
],
[
"example",
"available",
"instance",
"using",
"use",
"software",
"computer",
"web",
"uses",
"information"
],
[
"using",
"instance",
"file",
"available",
"web",
"use",
"files",
"example",
"computer",
"allows"
]
] | 36.425872 | average_word_embeddings_glove.6B.300d | 0.14 | -0.019741 | 0.25566 | 0.371167 |