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 801850 of 881 papers

TitleStatusHype
Argviz: Interactive Visualization of Topic Dynamics in Multi-party Conversations0
Topic Segmentation with a Structured Topic Model0
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models0
Representing Topics Using Images0
Three Knowledge-Free Methods for Automatic Lexical Chain Extraction0
Topical Video Object Discovery from Key Frames by Modeling Word Co-occurrence Prior0
A Supervised Neural Autoregressive Topic Model for Simultaneous Image Classification and Annotation0
Stochastic Collapsed Variational Bayesian Inference for Latent Dirichlet Allocation0
Using Topic Models in Content-Based News Recommender Systems0
Uniqueness of Tensor Decompositions with Applications to Polynomial Identifiability0
Evaluating Topic Coherence Using Distributional Semantics0
Factorized Topic Models0
A Practical Algorithm for Topic Modeling with Provable GuaranteesCode0
A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization0
Learning Mixtures of Arbitrary Distributions over Large Discrete Domains0
Unsupervised Estimation of Word Usage Similarity0
Latent Community Discovery with Network Regularization for Core Actors Clustering0
On-line Trend Analysis with Topic Models: \#twitter Trends Detection Topic Model OnlineCode0
Monte Carlo Methods for Maximum Margin Supervised Topic Models0
A Spectral Algorithm for Latent Dirichlet Allocation0
Symmetric Correspondence Topic Models for Multilingual Text Analysis0
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models0
Truncation-free Online Variational Inference for Bayesian Nonparametric Models0
Entity Set Expansion using Interactive Topic Information0
Cross-Lingual Topic Alignment in Time Series Japanese / Chinese News0
Managing sparsity, time, and quality of inference in topic models0
Learning Topic Models and Latent Bayesian Networks Under Expansion Constraints0
SSHLDA: A Semi-Supervised Hierarchical Topic Model0
Learning Lexicon Models from Search Logs for Query Expansion0
Mixed Membership Markov Models for Unsupervised Conversation Modeling0
Exploring Topic Coherence over Many Models and Many TopicsCode0
Exploring Adaptor Grammars for Native Language Identification0
Modelling Sequential Text with an Adaptive Topic Model0
A Phrase-Discovering Topic Model Using Hierarchical Pitman-Yor Processes0
Learning Semantics and Selectional Preference of Adjective-Noun Pairs0
Query classification using topic models and support vector machine0
Topic Models, Latent Space Models, Sparse Coding, and All That: A Systematic Understanding of Probabilistic Semantic Extraction in Large Corpus0
TopicTiling: A Text Segmentation Algorithm based on LDA0
Towards a Computational History of the ACL: 1980-20080
He Said, She Said: Gender in the ACL Anthology0
Genre Independent Subgroup Detection in Online Discussion Threads: A Study of Implicit Attitude using Textual Latent Semantics0
Finding Bursty Topics from Microblogs0
Authorship Attribution with Author-aware Topic Models0
Efficient Tree-Based Topic Modeling0
A Topic Similarity Model for Hierarchical Phrase-based Translation0
Topic Models for Dynamic Translation Model Adaptation0
Learning the Latent Semantics of a Concept from its Definition0
Aspect Extraction through Semi-Supervised Modeling0
Stochastic Variational InferenceCode0
Continuous Time Dynamic Topic Models0
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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