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 611–620 of 881 papers

Title	Date	Tasks	Status
Monte Carlo Structured SVI for Two-Level Non-Conjugate Models	Dec 12, 2016	Gaussian ProcessesTopic Models	—Unverified
MOOCs Meet Measurement Theory: A Topic-Modelling Approach	Nov 25, 2015	Topic Models	—Unverified
More Efficient Topic Modelling Through a Noun Only Approach	Dec 1, 2015	Intrusion DetectionSentiment Analysis	—Unverified
More than Memes: A Multimodal Topic Modeling Approach to Conspiracy Theories on Telegram	Oct 11, 2024	Topic Models	—Unverified
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents	Oct 28, 2022	Document SummarizationMulti-Document Summarization	—Unverified
Multi-environment Topic Models	Oct 31, 2024	Topic Models	—Unverified
Multi-GPU Distributed Parallel Bayesian Differential Topic Modelling	Oct 22, 2015	GPUTopic Models	—Unverified
Multi-level computational methods for interdisciplinary research in the HathiTrust Digital Library	Feb 3, 2017	General ClassificationPhilosophy	—Unverified
Multilingual Dynamic Topic Model	Sep 1, 2019	Articlesmodel	—Unverified
Multilingual Topic Models	Dec 18, 2017	ArticlesTopic 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