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 291–300 of 881 papers

Title	Date	Tasks	Status
Discovery of Treatments from Text Corpora	Aug 1, 2016	Topic Models	—Unverified
Discovering topics with neural topic models built from PLSA assumptions	Nov 25, 2019	Document EmbeddingTopic Models	—Unverified
Discovering Topics With Neural Topic Models Built From PLSA Loss	Sep 25, 2019	Document EmbeddingTopic Models	—Unverified
Discovering Significant Topics from Legal Decisions with Selective Inference	Jan 2, 2024	Language ModelingLanguage Modelling	—Unverified
A User-Centered, Interactive, Human-in-the-Loop Topic Modelling System	Apr 4, 2023	Topic Models	—Unverified
Discovering Latent Structure in Task-Oriented Dialogues	Jun 1, 2014	Speech RecognitionText Generation	—Unverified
Discovering Hidden Topical Hubs and Authorities in Online Social Networks	Feb 20, 2018	Topic Models	—Unverified
A Unified Framework for Structured Prediction: From Theory to Practice	Sep 1, 2017	AMR ParsingChunking	—Unverified
Discovering Airline-Specific Business Intelligence from Online Passenger Reviews: An Unsupervised Text Analytics Approach	Dec 14, 2020	Opinion MiningOptical Character Recognition (OCR)	—Unverified
A Two-Step Named Entity Recognizer for Open-Domain Search Queries	Oct 1, 2013	Named Entity Recognition (NER)Topic 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