SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 826–850 of 881 papers

TitleStatusHype
Cross-Lingual Topic Alignment in Time Series Japanese / Chinese News—0
Managing sparsity, time, and quality of inference in topic models—0
Learning Topic Models and Latent Bayesian Networks Under Expansion Constraints—0
Modelling Sequential Text with an Adaptive Topic Model—0
SSHLDA: A Semi-Supervised Hierarchical Topic Model—0
A Phrase-Discovering Topic Model Using Hierarchical Pitman-Yor Processes—0
Genre Independent Subgroup Detection in Online Discussion Threads: A Study of Implicit Attitude using Textual Latent Semantics—0
Learning Lexicon Models from Search Logs for Query Expansion—0
Aspect Extraction through Semi-Supervised Modeling—0
Learning Semantics and Selectional Preference of Adjective-Noun Pairs—0
Finding Bursty Topics from Microblogs—0
Efficient Tree-Based Topic Modeling—0
Mixed Membership Markov Models for Unsupervised Conversation Modeling—0
Query classification using topic models and support vector machine—0
Exploring Topic Coherence over Many Models and Many TopicsCode0
He Said, She Said: Gender in the ACL Anthology—0
Topic Models, Latent Space Models, Sparse Coding, and All That: A Systematic Understanding of Probabilistic Semantic Extraction in Large Corpus—0
Topic Models for Dynamic Translation Model Adaptation—0
Towards a Computational History of the ACL: 1980-2008—0
Authorship Attribution with Author-aware Topic Models—0
A Topic Similarity Model for Hierarchical Phrase-based Translation—0
TopicTiling: A Text Segmentation Algorithm based on LDA—0
Learning the Latent Semantics of a Concept from its Definition—0
Exploring Adaptor Grammars for Native Language Identification—0
Stochastic Variational InferenceCode0
Show:102550
← PrevPage 34 of 36Next →
All datasets20NewsGroupsAG News20 NewsgroupsArxiv HEP-TH citation graphAgNewsNYT

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.69—Unverified
2GSMC_v0.55—Unverified
3vNVDMC_v0.52—Unverified
4ETMC_v0.51—Unverified
5NSTMC_v0.38—Unverified
6ProdLDAC_v0.35—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
2vNVDMC_v0.44—Unverified
3GSMC_v0.41—Unverified
4ETMC_v0.41—Unverified
5NSTMC_v0.37—Unverified
6ProdLDAC_v0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1NVDMTest perplexity836—Unverified
2Bayesian SMMTest perplexity515—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC83.24—Unverified
2TopicEqTopic Coherence@500.1—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC90.91—Unverified