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

Showing 501550 of 881 papers

TitleStatusHype
A Societal Sentiment Analysis: Predicting the Values and Ethics of Individuals by Analysing Social Media Content0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling0
Autoencoding Variational Inference For Topic ModelsCode1
Scalable Inference for Nested Chinese Restaurant Process Topic Models0
LTSG: Latent Topical Skip-Gram for Mutually Learning Topic Model and Vector Representations0
Stability of Topic Modeling via Matrix FactorizationCode0
Multi-level computational methods for interdisciplinary research in the HathiTrust Digital Library0
Discriminative Neural Topic Models0
Hierarchical Re-estimation of Topic Models for Measuring Topical Diversity0
Network Visualisations for Exploring Political Concepts0
Evaluating Visual Representations for Topic Understanding and Their Effects on Manually Generated Topic Labels0
Partial Membership Latent Dirichlet AllocationCode0
Provable learning of Noisy-or Networks0
Inverted Bilingual Topic Models for Lexicon Extraction from Non-parallel Data0
Automatic Labelling of Topics with Neural EmbeddingsCode0
Monte Carlo Structured SVI for Two-Level Non-Conjugate Models0
Supervised topic models for clinical interpretability0
Stochastic Gradient Geodesic MCMC Methods0
A Novel Fast Framework for Topic Labeling Based on Similarity-preserved Hashing0
Modeling topic dependencies in semantically coherent text spans with copulasCode0
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora0
Exploring Differential Topic Models for Comparative Summarization of Scientific Papers0
Topic-Informed Neural Machine Translation0
Latent Topic Embedding0
Exploring Topic Discriminating Power of Words in Latent Dirichlet Allocation0
Fast Inference for Interactive Models of Text0
Hashtag Recommendation with Topical Attention-Based LSTM0
Integrating Topic Modeling with Word Embeddings by Mixtures of vMFs0
Grammar induction from (lots of) words aloneCode0
POS Tagging Experts via Topic Modeling0
Less is More: Learning Prominent and Diverse Topics for Data Summarization0
`Who would have thought of that!': A Hierarchical Topic Model for Extraction of Sarcasm-prevalent Topics and Sarcasm Detection0
TopicRNN: A Recurrent Neural Network with Long-Range Semantic DependencyCode0
Generalized Topic Modeling0
Relating semantic similarity and semantic association to how humans label other people0
Disentangling Topic Models: A Cross-cultural Analysis of Personal Values through Words0
Improving Users' Demographic Prediction via the Videos They Talk about0
Gaussian Visual-Linguistic Embedding for Zero-Shot Recognition0
Enhanced Personalized Search using Social Data0
Analyzing Framing through the Casts of Characters in the News0
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint0
Integrating Topic Models and Latent Factors for Recommendation0
SaberLDA: Sparsity-Aware Learning of Topic Models on GPUs0
Decentralized Topic Modelling with Latent Dirichlet Allocation0
The Search Problem in Mixture Models0
Sentence Clustering using PageRank Topic Model0
Fast Learning of Clusters and Topics via Sparse Posteriors0
Nonparametric Bayesian Topic Modelling with the Hierarchical Pitman-Yor Processes0
Twitter-Network Topic Model: A Full Bayesian Treatment for Social Network and Text Modeling0
Stochastic Matrix Factorization0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.69Unverified
2GSMC_v0.55Unverified
3vNVDMC_v0.52Unverified
4ETMC_v0.51Unverified
5NSTMC_v0.38Unverified
6ProdLDAC_v0.35Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49Unverified
2vNVDMC_v0.44Unverified
3GSMC_v0.41Unverified
4ETMC_v0.41Unverified
5NSTMC_v0.37Unverified
6ProdLDAC_v0.32Unverified
#ModelMetricClaimedVerifiedStatus
1NVDMTest perplexity836Unverified
2Bayesian SMMTest perplexity515Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC83.24Unverified
2TopicEqTopic Coherence@500.1Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC90.91Unverified