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 801–810 of 881 papers

Title	Date	Tasks	Status
An Uncertainty-Aware Encoder for Aspect Detection	Nov 1, 2021	Opinion MiningTopic Models	CodeCode Available
Machine Reading Tea Leaves: Automatically Evaluating Topic Coherence and Topic Model Quality	Apr 1, 2014	Machine TranslationReading Comprehension	CodeCode Available
Automatic Labelling of Topics with Neural Embeddings	Dec 16, 2016	Topic Models	CodeCode Available
Scaling up Dynamic Topic Models	Feb 19, 2016	Time SeriesTime Series Analysis	CodeCode Available
Searching for Structure in Unfalsifiable Claims	Aug 19, 2022	Fact CheckingTopic Models	CodeCode Available
Seeded Poisson Factorization: Leveraging domain knowledge to fit topic models	Mar 4, 2025	Computational EfficiencyTopic Models	CodeCode Available
Pólya Urn Latent Dirichlet Allocation: a doubly sparse massively parallel sampler	Apr 12, 2017	Topic Models	CodeCode Available
Diversity-Aware Coherence Loss for Improving Neural Topic Models	May 25, 2023	DiversityTopic Models	CodeCode Available
A Scalable Asynchronous Distributed Algorithm for Topic Modeling	Dec 16, 2014	Topic Models	CodeCode Available
Membership Inference Attacks and Privacy in Topic Modeling	Mar 7, 2024	Topic Models	CodeCode Available

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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