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 221–230 of 881 papers

Title	Date	Tasks	Status	Score
Document Informed Neural Autoregressive Topic Models with Distributional Prior	Sep 15, 2018	Language ModelingLanguage Modelling	CodeCode Available	5
Document Informed Neural Autoregressive Topic Models	Aug 11, 2018	Language ModelingLanguage Modelling	CodeCode Available	5
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available	5
Learning document embeddings along with their uncertainties	Aug 20, 2019	Topic ModelsVariational Inference	CodeCode Available	5
ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social Media	Jul 1, 2017	Named Entity Recognition (NER)Part-Of-Speech Tagging	CodeCode Available	5
Exploring conversation topics in conversational artificial intelligence–Based social mediated communities of practice	May 11, 2022	Topic Modelsvalid	CodeCode Available	5
Grammar induction from (lots of) words alone	Dec 1, 2016	Language AcquisitionPOS	CodeCode Available	5
KATE: K-Competitive Autoencoder for Text	May 4, 2017	Document ClassificationRetrieval	CodeCode Available	5
Orthonormal Explicit Topic Analysis for Cross-Lingual Document Matching	Oct 1, 2013	Machine TranslationTopic Models	CodeCode Available	5
Best feature performance in codeswitched hate speech texts	Sep 25, 2019	Topic Models	—Unverified	0

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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