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 471–480 of 881 papers

Title	Date	Tasks	Status
Genre Independent Subgroup Detection in Online Discussion Threads: A Study of Implicit Attitude using Textual Latent Semantics	Jul 1, 2012	Opinion MiningTopic Models	—Unverified
Gibbs Max-margin Topic Models with Data Augmentation	Oct 10, 2013	Data AugmentationGeneral Classification	—Unverified
GloCOM: A Short Text Neural Topic Model via Global Clustering Context	Nov 30, 2024	ClusteringTopic Models	—Unverified
Grammars and Topic Models	Aug 1, 2013	Chinese Word SegmentationInformation Retrieval	—Unverified
GRETEL: Graph Contrastive Topic Enhanced Language Model for Long Document Extractive Summarization	Aug 21, 2022	Contrastive LearningExtractive Summarization	—Unverified
Growing Multi-Domain Glossaries from a Few Seeds using Probabilistic Topic Models	Oct 1, 2013	Question AnsweringTopic Models	—Unverified
HAMLET: Healthcare-focused Adaptive Multilingual Learning Embedding-based Topic Modeling	May 12, 2025	Topic Models	—Unverified
Hashtag Recommendation with Topical Attention-Based LSTM	Dec 1, 2016	Collaborative FilteringFeature Engineering	—Unverified
Have you tried Neural Topic Models? Comparative Analysis of Neural and Non-Neural Topic Models with Application to COVID-19 Twitter Data	May 21, 2021	Topic Models	—Unverified
Helping users discover perspectives: Enhancing opinion mining with joint topic models	Oct 23, 2020	Opinion MiningTopic 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