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 581–590 of 881 papers

Title	Date	Tasks	Status
Topics in the Haystack: Extracting and Evaluating Topics beyond Coherence	Mar 30, 2023	SentenceTopic Models	—Unverified
Topic Stability over Noisy Sources	Aug 5, 2015	Model SelectionOptical Character Recognition (OCR)	—Unverified
TopicTag: Automatic Annotation of NMF Topic Models Using Chain of Thought and Prompt Tuning with LLMs	Jul 29, 2024	Knowledge GraphsManagement	—Unverified
TopicTiling: A Text Segmentation Algorithm based on LDA	Jul 1, 2012	Text SegmentationTopic Models	—Unverified
topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation	May 19, 2025	modelTopic Models	—Unverified
Toward a general, scaleable framework for Bayesian teaching with applications to topic models	May 25, 2016	Topic Models	—Unverified
Towards a Computational History of the ACL: 1980-2008	Jul 1, 2012	Topic Models	—Unverified
Towards Bayesian Deep Learning: A Framework and Some Existing Methods	Aug 24, 2016	Deep LearningObject Recognition	—Unverified
Towards Better Understanding with Uniformity and Explicit Regularization of Embeddings in Embedding-based Neural Topic Models	Jun 16, 2022	Topic Models	—Unverified
Towards Evaluation of Cultural-scale Claims in Light of Topic Model Sampling Effects	Dec 15, 2015	ClassificationGeneral Classification	—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