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 451–475 of 881 papers

TitleStatusHype
Probit Normal Correlated Topic Models—0
Profiling Irony & Stereotype: Exploring Sentiment, Topic, and Lexical Features—0
Provable Algorithms for Inference in Topic Models—0
Provable learning of Noisy-or Networks—0
Provable unlearning in topic modeling and downstream tasks—0
Pulling Out the Stops: Rethinking Stopword Removal for Topic Models—0
Q-LDA: Uncovering Latent Patterns in Text-based Sequential Decision Processes—0
Quantifying the role of discourse topicality in speakers' choices of referring expressions—0
Query classification using topic models and support vector machine—0
A Query-Driven Topic Model—0
Query-focused Multi-Document Summarization: Combining a Topic Model with Graph-based Semi-supervised Learning—0
QuEst - A translation quality estimation framework—0
Random-walk Based Generative Model for Classifying Document Networks—0
RankSum An unsupervised extractive text summarization based on rank fusion—0
Real-time Change Point Detection using On-line Topic Models—0
Recommender Systems meet Mechanism Design—0
Recovering Structured Probability Matrices—0
Relating semantic similarity and semantic association to how humans label other people—0
Relevant Emotion Ranking from Text Constrained with Emotion Relationships—0
Representing Topics Using Images—0
Resolving the Imbalance Issue in Hierarchical Disciplinary Topic Inference via LLM-based Data Augmentation—0
Rethinking LDA: Why Priors Matter—0
Rethinking Topic Modelling: From Document-Space to Term-Space—0
Retrofitting Word Representations for Unsupervised Sense Aware Word Similarities—0
Review Topic Discovery with Phrases using the P\'olya Urn Model—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