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 111–120 of 881 papers

Title	Date	Tasks	Status
Exploring Public Attention in the Circular Economy through Topic Modelling with Twin Hyperparameter Optimisation	May 16, 2024	Dynamic Topic ModelingHyperparameter Optimization	CodeCode Available
GINopic: Topic Modeling with Graph Isomorphism Network	Apr 2, 2024	Topic Models	CodeCode Available
Neural Multimodal Topic Modeling: A Comprehensive Evaluation	Mar 26, 2024	Topic Models	CodeCode Available
Discovering Latent Themes in Social Media Messaging: A Machine-in-the-Loop Approach Integrating LLMs	Mar 15, 2024	Topic Models	CodeCode Available
Automating the Information Extraction from Semi-Structured Interview Transcripts	Mar 7, 2024	Topic Models	CodeCode Available
Membership Inference Attacks and Privacy in Topic Modeling	Mar 7, 2024	Topic Models	CodeCode Available
The Geometric Structure of Topic Models	Mar 6, 2024	Feature CompressionTopic Models	—Unverified
Topic Modeling as Multi-Objective Contrastive Optimization	Feb 12, 2024	Contrastive LearningDiversity	—Unverified
RankSum An unsupervised extractive text summarization based on rank fusion	Feb 7, 2024	Extractive Text SummarizationSentence	—Unverified
Network-based Topic Structure Visualization	Jan 31, 2024	Topic 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