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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 401–410 of 881 papers

Title	Date	Tasks	Status
Large Language Models Struggle to Describe the Haystack without Human Help: Human-in-the-loop Evaluation of LLMs	Feb 20, 2025	HallucinationTopic Models	—Unverified
Large-Scale Validation of Hypothesis Generation Systems via Candidate Ranking	Feb 11, 2018	Topic Models	—Unverified
ITNLP-AiKF at SemEval-2016 Task 3 a quesiton answering system using community QA repository	Jun 1, 2016	Answer SelectionCommunity Question Answering	—Unverified
Developing a Curated Topic Model for COVID-19 Medical Research Literature	Dec 1, 2020	ArticlesTopic Models	—Unverified
Jointly Learning Word Embeddings and Latent Topics	Jun 21, 2017	Learning Word EmbeddingsTopic Models	—Unverified
Diachronic Topics in New High German Poetry	Sep 24, 2019	Authorship AttributionTopic Models	—Unverified
KB-LDA: Jointly Learning a Knowledge Base of Hierarchy, Relations, and Facts	Jul 1, 2015	Topic Models	—Unverified
Excess Risk Bounds for the Bayes Risk using Variational Inference in Latent Gaussian Models	Dec 1, 2017	Gaussian ProcessesTopic Models	—Unverified
Evolving Voices Based on Temporal Poisson Factorisation	Oct 24, 2024	Topic ModelsVariational Inference	—Unverified
Bilingual Topic Models for Comparable Corpora	Nov 30, 2021	Cross-Lingual Word EmbeddingsRetrieval	—Unverified

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All datasets 20NewsGroups AG News 20 Newsgroups Arxiv HEP-TH citation graph AgNews NYT

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.69	—	Unverified
2	GSM	C_v	0.55	—	Unverified
3	vNVDM	C_v	0.52	—	Unverified
4	ETM	C_v	0.51	—	Unverified
5	NSTM	C_v	0.38	—	Unverified
6	ProdLDA	C_v	0.35	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.49	—	Unverified
2	vNVDM	C_v	0.44	—	Unverified
3	GSM	C_v	0.41	—	Unverified
4	ETM	C_v	0.41	—	Unverified
5	NSTM	C_v	0.37	—	Unverified
6	ProdLDA	C_v	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NVDM	Test perplexity	836	—	Unverified
2	Bayesian SMM	Test perplexity	515	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JoSH	MACC	83.24	—	Unverified
2	TopicEq	Topic Coherence@50	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JoSH	MACC	90.91	—	Unverified