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 451–500 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
RevUP: Automatic Gap-Fill Question Generation from Educational Texts—0
Robust Transliteration Mining from Comparable Corpora with Bilingual Topic Models—0
SaberLDA: Sparsity-Aware Learning of Topic Models on GPUs—0
Scalable Inference for Logistic-Normal Topic Models—0
Scalable Inference for Nested Chinese Restaurant Process Topic Models—0
Scalable Modeling of Conversational-role based Self-presentation Characteristics in Large Online Forums—0
Scalable Topical Phrase Mining from Text Corpora—0
Scaling laws and fluctuations in the statistics of word frequencies—0
Self-Supervised Neural Topic Modeling—0
Semantic classifications for detection of verb metaphors—0
Semantic Frame-based Statistical Approach for Topic Detection—0
Semi-Supervised Learning Approach to Discover Enterprise User Insights from Feedback and Support—0
Semi-Supervised Semantic Tagging of Conversational Understanding using Markov Topic Regression—0
Semi-Supervised Topic Modeling for Gender Bias Discovery in English and Swedish—0
Sentence Clustering using PageRank Topic Model—0
Sentence Level Recurrent Topic Model: Letting Topics Speak for Themselves—0
Shared Components Topic Models—0
Short-Form Videos and Mental Health: A Knowledge-Guided Neural Topic Model—0
Short Text Topic Modeling: Application to tweets about Bitcoin—0
Short Text Understanding by Leveraging Knowledge into Topic Model—0
Siamese Network-Based Supervised Topic Modeling—0
SocialVisTUM: An Interactive Visualization Toolkit for Correlated Neural Topic Models on Social Media Opinion Mining—0
Sometimes Average is Best: The Importance of Averaging for Prediction using MCMC Inference in Topic Modeling—0
Sparse Allreduce: Efficient Scalable Communication for Power-Law Data—0
SpectralLeader: Online Spectral Learning for Single Topic Models—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