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 61–70 of 881 papers

TitleStatusHype
Topic Modeling as Multi-Objective Contrastive Optimization—0
RankSum An unsupervised extractive text summarization based on rank fusion—0
Network-based Topic Structure VisualizationCode0
CFTM: Continuous time fractional topic model—0
Improving the TENOR of Labeling: Re-evaluating Topic Models for Content AnalysisCode1
A Survey on Neural Topic Models: Methods, Applications, and ChallengesCode2
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses—0
Topic Modelling: Going Beyond Token Outputs—0
Short-Form Videos and Mental Health: A Knowledge-Guided Neural Topic Model—0
Discovering Significant Topics from Legal Decisions with Selective Inference—0
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All datasets20NewsGroupsAG News20 NewsgroupsArxiv HEP-TH citation graphAgNewsNYT

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