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 501–525 of 881 papers

TitleStatusHype
Spectral Learning for Supervised Topic Models—0
Spectral Methods for Correlated Topic Models—0
Spectral Methods for Supervised Topic Models—0
Speeding Document Annotation with Topic Models—0
Sprite: Generalizing Topic Models with Structured Priors—0
SSHLDA: A Semi-Supervised Hierarchical Topic Model—0
State Space LSTM Models with Particle MCMC Inference—0
Stochastic Collapsed Variational Bayesian Inference for Latent Dirichlet Allocation—0
Stochastic Divergence Minimization for Biterm Topic Model—0
Stochastic Gradient Geodesic MCMC Methods—0
Stochastic Matrix Factorization—0
Structured Black Box Variational Inference for Latent Time Series Models—0
Structured Neural Topic Models for Reviews—0
Summarizing Decisions in Spoken Meetings—0
Summarizing News Clusters on the Basis of Thematic Chains—0
Supervised topic models for clinical interpretability—0
Surrounding Word Sense Model for Japanese All-words Word Sense Disambiguation—0
Sweeping through the Topic Space: Bad luck? Roll again!—0
Symmetric Correspondence Topic Models for Multilingual Text Analysis—0
Synergies in learning words and their referents—0
Syntactic Topic Models—0
Tafsir Dataset: A Novel Multi-Task Benchmark for Named Entity Recognition and Topic Modeling in Classical Arabic Literature—0
Taking into account Inter-sentence Similarity for Update Summarization—0
Tandem Anchoring: a Multiword Anchor Approach for Interactive Topic Modeling—0
TAN-NTM: Topic Attention Networks for Neural Topic Modeling—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