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 601–610 of 881 papers

Title	Date	Tasks	Status
Mixing in Some Knowledge: Enriched Context Patterns for Bayesian Word Sense Induction	Sep 1, 2013	Information RetrievalMachine Translation	—Unverified
Mixing syntagmatic and paradigmatic information for concept detection	Apr 9, 2019	Topic ModelsWord Embeddings	—Unverified
Modeling Interestingness with Deep Neural Networks	Oct 1, 2014	Recommendation SystemsSemantic Textual Similarity	—Unverified
Modeling Temporality of Human Intentions by Domain Adaptation	Oct 1, 2018	Decision MakingDomain Adaptation	—Unverified
Modeling Word Relatedness in Latent Dirichlet Allocation	Nov 10, 2014	Topic Models	—Unverified
Modelling Grocery Retail Topic Distributions: Evaluation, Interpretability and Stability	May 4, 2020	ClusteringTopic Models	—Unverified
Modelling Sequential Text with an Adaptive Topic Model	Jul 1, 2012	modelTopic Models	—Unverified
Model-Parallel Inference for Big Topic Models	Nov 10, 2014	modelTopic Models	—Unverified
Model Selection for Topic Models via Spectral Decomposition	Oct 23, 2014	modelModel Selection	—Unverified
Monte Carlo Methods for Maximum Margin Supervised Topic Models	Dec 1, 2012	Topic Models	—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