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 551–575 of 881 papers

TitleStatusHype
Twitter-Network Topic Model: A Full Bayesian Treatment for Social Network and Text Modeling—0
Nonparametric Bayesian Topic Modelling with the Hierarchical Pitman-Yor Processes—0
Stochastic Matrix Factorization—0
Ask the GRU: Multi-Task Learning for Deep Text Recommendations—0
Towards Bayesian Deep Learning: A Framework and Some Existing Methods—0
A Geometrical Approach to Topic Model Estimation—0
Viewpoint and Topic Modeling of Current Events—0
An Analysis of Lemmatization on Topic Models of Morphologically Rich Language—0
Bilingual Segmented Topic Model—0
Generative Topic Embedding: a Continuous Representation of DocumentsCode0
Hidden Softmax Sequence Model for Dialogue Structure Analysis—0
Topic Extraction from Microblog Posts Using Conversation Structures—0
Automatic Labeling of Topic Models Using Text Summaries—0
A Latent Concept Topic Model for Robust Topic Inference Using Word Embeddings—0
Predicting the Rise and Fall of Scientific Topics from Trends in their Rhetorical Framing—0
ALTO: Active Learning with Topic Overviews for Speeding Label Induction and Document Labeling—0
Discovery of Treatments from Text Corpora—0
Improving Topic Model Clustering of Newspaper Comments for Summarisation—0
Vector-space topic models for detecting Alzheimer's disease—0
Together we stand: Siamese Networks for Similar Question Retrieval—0
Collective Entity Resolution with Multi-Focal Attention—0
Unsupervised Document Classification with Informed Topic Models—0
Semantic classifications for detection of verb metaphors—0
A Novel Measure for Coherence in Statistical Topic Models—0
A Domain Adaptation Regularization for Denoising Autoencoders—0
Show:102550
← PrevPage 23 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