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 441–450 of 881 papers

Title	Date	Tasks	Status	Hype
A Double Parametric Bootstrap Test for Topic Models	Nov 19, 2017	Topic Models	—Unverified	0
Prior-aware Dual Decomposition: Document-specific Topic Inference for Spectral Topic Models	Nov 19, 2017	Topic Models	—Unverified	0
Identifying Patterns of Associated-Conditions through Topic Models of Electronic Medical Records	Nov 17, 2017	PrognosisTopic Models	—Unverified	0
Deep Temporal-Recurrent-Replicated-Softmax for Topical Trends over Time	Nov 15, 2017	ArticlesDynamic Topic Modeling	—Unverified	0
Interpretable probabilistic embeddings: bridging the gap between topic models and neural networks	Nov 11, 2017	Topic ModelsWord Similarity	—Unverified	0
Taking into account Inter-sentence Similarity for Update Summarization	Nov 1, 2017	Document SummarizationExtractive Summarization	—Unverified	0
Information Bottleneck Inspired Method For Chat Text Segmentation	Nov 1, 2017	Representation LearningText Generation	—Unverified	0
Convergence Rates of Latent Topic Models Under Relaxed Identifiability Conditions	Oct 30, 2017	Topic Models	—Unverified	0
Topic Modeling based on Keywords and Context	Oct 7, 2017	General ClassificationTopic Models	CodeCode Available	1
SpectralLeader: Online Spectral Learning for Single Topic Models	Sep 21, 2017	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