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 51–60 of 881 papers

Title	Date	Tasks	Status	Hype
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion	May 28, 2024	Contrastive LearningDiversity	CodeCode Available	1
Exploring Public Attention in the Circular Economy through Topic Modelling with Twin Hyperparameter Optimisation	May 16, 2024	Dynamic Topic ModelingHyperparameter Optimization	CodeCode Available	0
Concept Induction: Analyzing Unstructured Text with High-Level Concepts Using LLooM	Apr 18, 2024	Topic Models	CodeCode Available	2
GINopic: Topic Modeling with Graph Isomorphism Network	Apr 2, 2024	Topic Models	CodeCode Available	0
Neural Multimodal Topic Modeling: A Comprehensive Evaluation	Mar 26, 2024	Topic Models	CodeCode Available	0
Enhanced Short Text Modeling: Leveraging Large Language Models for Topic Refinement	Mar 26, 2024	Prompt EngineeringTopic Models	CodeCode Available	1
Discovering Latent Themes in Social Media Messaging: A Machine-in-the-Loop Approach Integrating LLMs	Mar 15, 2024	Topic Models	CodeCode Available	0
Automating the Information Extraction from Semi-Structured Interview Transcripts	Mar 7, 2024	Topic Models	CodeCode Available	0
Membership Inference Attacks and Privacy in Topic Modeling	Mar 7, 2024	Topic Models	CodeCode Available	0
The Geometric Structure of Topic Models	Mar 6, 2024	Feature CompressionTopic 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