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

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Showing 526–550 of 881 papers

TitleStatusHype
Stochastic Gradient Geodesic MCMC Methods—0
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora—0
Exploring Topic Discriminating Power of Words in Latent Dirichlet Allocation—0
Grammar induction from (lots of) words aloneCode0
Integrating Topic Modeling with Word Embeddings by Mixtures of vMFs—0
Modeling topic dependencies in semantically coherent text spans with copulasCode0
Topic-Informed Neural Machine Translation—0
Fast Inference for Interactive Models of Text—0
Less is More: Learning Prominent and Diverse Topics for Data Summarization—0
`Who would have thought of that!': A Hierarchical Topic Model for Extraction of Sarcasm-prevalent Topics and Sarcasm Detection—0
TopicRNN: A Recurrent Neural Network with Long-Range Semantic DependencyCode0
Generalized Topic Modeling—0
Disentangling Topic Models: A Cross-cultural Analysis of Personal Values through Words—0
Analyzing Framing through the Casts of Characters in the News—0
Improving Users' Demographic Prediction via the Videos They Talk about—0
Gaussian Visual-Linguistic Embedding for Zero-Shot Recognition—0
Relating semantic similarity and semantic association to how humans label other people—0
Enhanced Personalized Search using Social Data—0
Integrating Topic Models and Latent Factors for Recommendation—0
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint—0
SaberLDA: Sparsity-Aware Learning of Topic Models on GPUs—0
Decentralized Topic Modelling with Latent Dirichlet Allocation—0
The Search Problem in Mixture Models—0
Sentence Clustering using PageRank Topic Model—0
Fast Learning of Clusters and Topics via Sparse Posteriors—0
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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