SOTAVerified

Topic Models

A topic model is a type of statistical model for discovering the abstract "topics" that occur in a collection of documents. Topic modeling is a frequently used text-mining tool for the discovery of hidden semantic structures in a text body.

Papers

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Showing 561–570 of 881 papers

TitleStatusHype
Hidden Softmax Sequence Model for Dialogue Structure Analysis—0
Topic Extraction from Microblog Posts Using Conversation Structures—0
Automatic Labeling of Topic Models Using Text Summaries—0
A Latent Concept Topic Model for Robust Topic Inference Using Word Embeddings—0
Predicting the Rise and Fall of Scientific Topics from Trends in their Rhetorical Framing—0
ALTO: Active Learning with Topic Overviews for Speeding Label Induction and Document Labeling—0
Discovery of Treatments from Text Corpora—0
Improving Topic Model Clustering of Newspaper Comments for Summarisation—0
Vector-space topic models for detecting Alzheimer's disease—0
Together we stand: Siamese Networks for Similar Question Retrieval—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.69—Unverified
2GSMC_v0.55—Unverified
3vNVDMC_v0.52—Unverified
4ETMC_v0.51—Unverified
5NSTMC_v0.38—Unverified
6ProdLDAC_v0.35—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
2vNVDMC_v0.44—Unverified
3GSMC_v0.41—Unverified
4ETMC_v0.41—Unverified
5NSTMC_v0.37—Unverified
6ProdLDAC_v0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1NVDMTest perplexity836—Unverified
2Bayesian SMMTest perplexity515—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC83.24—Unverified
2TopicEqTopic Coherence@500.1—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC90.91—Unverified