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 571–580 of 881 papers

Title	Date	Tasks	Status
Learning Topic Models: Identifiability and Finite-Sample Analysis	Oct 8, 2021	Topic Models	—Unverified
Learning Topics using Semantic Locality	Apr 11, 2018	Topic Models	—Unverified
Learning to Rank Semantic Coherence for Topic Segmentation	Sep 1, 2017	Common Sense ReasoningDiscourse Parsing	—Unverified
Learning VAE-LDA Models with Rounded Reparameterization Trick	Nov 1, 2020	Topic Models	—Unverified
Learning Word Sense Distributions, Detecting Unattested Senses and Identifying Novel Senses Using Topic Models	Jun 1, 2014	Domain AdaptationTopic Models	—Unverified
Legal document retrieval across languages: topic hierarchies based on synsets	Nov 28, 2019	RetrievalSemantic Similarity	—Unverified
Legal-ES: A Set of Large Scale Resources for Spanish Legal Text Processing	May 1, 2020	NavigateSemantic Similarity	—Unverified
Less is More: Learning Prominent and Diverse Topics for Data Summarization	Nov 29, 2016	Data SummarizationTopic Models	—Unverified
Lessons from the Bible on Modern Topics: Low-Resource Multilingual Topic Model Evaluation	Apr 26, 2018	Topic Models	—Unverified
Let the Pretrained Language Models "Imagine" for Short Texts Topic Modeling	Oct 24, 2023	Text GenerationTopic 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