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 121–130 of 881 papers

Title	Date	Tasks	Status
CFTM: Continuous time fractional topic model	Jan 29, 2024	ArticlesDynamic Topic Modeling	—Unverified
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses	Jan 25, 2024	Change Point DetectionTopic Models	—Unverified
Topic Modelling: Going Beyond Token Outputs	Jan 16, 2024	Topic Models	—Unverified
Short-Form Videos and Mental Health: A Knowledge-Guided Neural Topic Model	Jan 11, 2024	FormTopic Models	—Unverified
Discovering Significant Topics from Legal Decisions with Selective Inference	Jan 2, 2024	Language ModelingLanguage Modelling	—Unverified
Dynamic Topic Language Model on Heterogeneous Children's Mental Health Clinical Notes	Dec 19, 2023	Language ModelingLanguage Modelling	—Unverified
Contrastive News and Social Media Linking using BERT for Articles and Tweets across Dual Platforms	Dec 11, 2023	ArticlesContrastive Learning	—Unverified
Revisiting Topic-Guided Language Models	Dec 4, 2023	Language ModelingLanguage Modelling	CodeCode Available
Labeled Interactive Topic Models	Nov 15, 2023	Topic Models	—Unverified
Profiling Irony & Stereotype: Exploring Sentiment, Topic, and Lexical Features	Nov 8, 2023	feature selectionTopic Models	—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