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 501–525 of 881 papers

TitleStatusHype
Bib2vec: Embedding-based Search System for Bibliographic Information—0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling—0
Unsupervised Dialogue Act Induction using Gaussian Mixtures—0
Multimodal Topic Labelling—0
Pulling Out the Stops: Rethinking Stopword Removal for Topic Models—0
Web-Scale Language-Independent Cataloging of Noisy Product Listings for E-Commerce—0
Scalable Inference for Nested Chinese Restaurant Process Topic Models—0
Stability of Topic Modeling via Matrix FactorizationCode0
LTSG: Latent Topical Skip-Gram for Mutually Learning Topic Model and Vector Representations—0
Multi-level computational methods for interdisciplinary research in the HathiTrust Digital Library—0
Discriminative Neural Topic Models—0
Hierarchical Re-estimation of Topic Models for Measuring Topical Diversity—0
Network Visualisations for Exploring Political Concepts—0
Evaluating Visual Representations for Topic Understanding and Their Effects on Manually Generated Topic Labels—0
Provable learning of Noisy-or Networks—0
Partial Membership Latent Dirichlet AllocationCode0
Inverted Bilingual Topic Models for Lexicon Extraction from Non-parallel Data—0
Automatic Labelling of Topics with Neural EmbeddingsCode0
Monte Carlo Structured SVI for Two-Level Non-Conjugate Models—0
Supervised topic models for clinical interpretability—0
Exploring Differential Topic Models for Comparative Summarization of Scientific Papers—0
Latent Topic Embedding—0
Hashtag Recommendation with Topical Attention-Based LSTM—0
A Novel Fast Framework for Topic Labeling Based on Similarity-preserved Hashing—0
POS Tagging Experts via Topic Modeling—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