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

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Showing 761–770 of 881 papers

Title	Date	Tasks	Status
Automating the Information Extraction from Semi-Structured Interview Transcripts	Mar 7, 2024	Topic Models	CodeCode Available
A Topic Coverage Approach to Evaluation of Topic Models	Dec 11, 2020	Topic coverageTopic Models	CodeCode Available
Learning the Latent "Look": Unsupervised Discovery of a Style-Coherent Embedding from Fashion Images	Jul 11, 2017	Topic Models	CodeCode Available
Revisiting Topic-Guided Language Models	Dec 4, 2023	Language ModelingLanguage Modelling	CodeCode Available
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling	Apr 11, 2021	ClassificationCross-Lingual Transfer	CodeCode Available
AOBTM: Adaptive Online Biterm Topic Modeling for Version Sensitive Short-texts Analysis	Sep 13, 2020	Topic Models	CodeCode Available
RICo: Reddit ideological communities	Jun 5, 2024	ArticlesNews Classification	CodeCode Available
Topic Modeling on Health Journals with Regularized Variational Inference	Jan 15, 2018	Topic ModelsVariational Inference	CodeCode Available
Learning Topic Models - Going beyond SVD	Apr 9, 2012	Topic Models	CodeCode Available
ATD: Anomalous Topic Discovery in High Dimensional Discrete Data	Dec 20, 2015	Anomaly DetectionTopic 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