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 41–50 of 881 papers

Title	Date	Tasks	Status	Hype
Text-to-Battery Recipe: A language modeling-based protocol for automatic battery recipe extraction and retrieval	Jul 22, 2024	Information RetrievalLanguage Modeling	—Unverified	0
Interactive Topic Models with Optimal Transport	Jun 28, 2024	Topic Models	—Unverified	0
Historia Magistra Vitae: Dynamic Topic Modeling of Roman Literature using Neural Embeddings	Jun 27, 2024	Dynamic Topic ModelingTopic Models	—Unverified	0
Cutting through the noise to motivate people: A comprehensive analysis of COVID-19 social media posts de/motivating vaccination	Jun 15, 2024	MisinformationStance Detection	CodeCode Available	0
Determination of the Number of Topics Intrinsically: Is It Possible?	Jun 14, 2024	Topic Models	CodeCode Available	1
S^3 -- Semantic Signal Separation	Jun 13, 2024	blind source separationTopic Models	CodeCode Available	2
LLM Reading Tea Leaves: Automatically Evaluating Topic Models with Large Language Models	Jun 13, 2024	Language ModelingLanguage Modelling	CodeCode Available	0
RICo: Reddit ideological communities	Jun 5, 2024	ArticlesNews Classification	CodeCode Available	0
Comprehensive Evaluation of Large Language Models for Topic Modeling	Jun 2, 2024	HallucinationTopic Models	—Unverified	0
FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model	May 28, 2024	RelationTopic Models	CodeCode Available	2

Show:10 25 50

← PrevPage 5 of 89Next →

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