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 401–410 of 881 papers

Title	Date	Tasks	Status
Contrastive News and Social Media Linking using BERT for Articles and Tweets across Dual Platforms	Dec 11, 2023	ArticlesContrastive Learning	—Unverified
A Simple Word Embedding Model for Lexical Substitution	Jun 1, 2015	modelTopic Models	—Unverified
Hiearchie: Visualization for Hierarchical Topic Models	Jun 1, 2014	Topic Models	—Unverified
Hidden Softmax Sequence Model for Dialogue Structure Analysis	Aug 1, 2016	Clusteringmodel	—Unverified
Jointly Learning Word Embeddings and Latent Topics	Jun 21, 2017	Learning Word EmbeddingsTopic Models	—Unverified
Continuous Time Dynamic Topic Models	Jun 13, 2012	Topic ModelsVariational Inference	—Unverified
KB-LDA: Jointly Learning a Knowledge Base of Hierarchy, Relations, and Facts	Jul 1, 2015	Topic Models	—Unverified
Hey Siri. Ok Google. Alexa: A topic modeling of user reviews for smart speakers	Nov 1, 2019	Topic Models	—Unverified
He Said, She Said: Gender in the ACL Anthology	Jul 1, 2012	Topic Models	—Unverified
Contextual Topic Modeling For Dialog Systems	Oct 18, 2018	ChatbotClassification	—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