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 71–80 of 881 papers

Title	Date	Tasks	Status	Hype
Dynamic Topic Language Model on Heterogeneous Children's Mental Health Clinical Notes	Dec 19, 2023	Language ModelingLanguage Modelling	—Unverified	0
Contrastive News and Social Media Linking using BERT for Articles and Tweets across Dual Platforms	Dec 11, 2023	ArticlesContrastive Learning	—Unverified	0
Revisiting Topic-Guided Language Models	Dec 4, 2023	Language ModelingLanguage Modelling	CodeCode Available	0
Labeled Interactive Topic Models	Nov 15, 2023	Topic Models	—Unverified	0
Profiling Irony & Stereotype: Exploring Sentiment, Topic, and Lexical Features	Nov 8, 2023	feature selectionTopic Models	—Unverified	0
TopicGPT: A Prompt-based Topic Modeling Framework	Nov 2, 2023	SpecificityTopic Models	CodeCode Available	2
Let the Pretrained Language Models "Imagine" for Short Texts Topic Modeling	Oct 24, 2023	Text GenerationTopic Models	—Unverified	0
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM	Oct 23, 2023	DecoderText Generation	CodeCode Available	1
Resolving the Imbalance Issue in Hierarchical Disciplinary Topic Inference via LLM-based Data Augmentation	Oct 9, 2023	Data AugmentationFairness	—Unverified	0
TopicAdapt- An Inter-Corpora Topics Adaptation Approach	Oct 8, 2023	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