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 151200 of 881 papers

TitleStatusHype
Are Semantically Coherent Topic Models Useful for Ad Hoc Information Retrieval?0
Discriminative Relational Topic Models0
Document Retrieval for Large Scale Content Analysis using Contextualized Dictionaries0
Do Distributed Semantic Models Dream of Electric Sheep? Visualizing Word Representations through Image Synthesis0
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses0
Concept-based Selectional Preferences and Distributional Representations from Wikipedia Articles0
A latent topic model for mining heterogenous non-randomly missing electronic health records data0
Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond0
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models0
Conceptualization Topic Modeling0
Concurrent Visualization of Relationships between Words and Topics in Topic Models0
Argviz: Interactive Visualization of Topic Dynamics in Multi-party Conversations0
A Method of Accounting Bigrams in Topic Models0
Advice from the Oracle: Really Intelligent Information Retrieval0
Constructing a Class-Based Lexical Dictionary using Interactive Topic Models0
A Sense-Topic Model for Word Sense Induction with Unsupervised Data Enrichment0
A Sentiment-aligned Topic Model for Product Aspect Rating Prediction0
A Multilingual Topic Model for Learning Weighted Topic Links Across Corpora with Low Comparability0
A Provably Correct Learning Algorithm for Latent-Variable PCFGs0
Continuous Time Dynamic Topic Models0
Discovering Topics With Neural Topic Models Built From PLSA Loss0
Contrastive News and Social Media Linking using BERT for Articles and Tweets across Dual Platforms0
Convergence Rates of Latent Topic Models Under Relaxed Identifiability Conditions0
Conversational Structure Aware and Context Sensitive Topic Model for Online Discussions0
Convolutional Dictionary Learning through Tensor Factorization0
Cooperative Hierarchical Dirichlet Processes: Superposition vs. Maximization0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling0
Creative Exploration Using Topic Based Bisociative Networks0
Credible Review Detection with Limited Information using Consistency Analysis0
Comparing Apples to Apple: The Effects of Stemmers on Topic Models0
Cross-lingual Pseudo Relevance Feedback Based on Weak Relevant Topic Alignment0
Cross-Lingual Topic Alignment in Time Series Japanese / Chinese News0
Analyzing Aviation Safety Narratives with LDA, NMF and PLSA: A Case Study Using Socrata Datasets0
Data-Driven Broad-Coverage Grammars for Opinionated Natural Language Generation (ONLG)0
Decentralized Topic Modelling with Latent Dirichlet Allocation0
Assessing Group-level Gender Bias in Professional Evaluations: The Case of Medical Student End-of-Shift Feedback0
Deep Dungeons and Dragons: Learning Character-Action Interactions from Role-Playing Game Transcripts0
Deep Poisson Factor Modeling0
Deep Probabilistic Graphical Modeling0
Deep Relational Topic Modeling via Graph Poisson Gamma Belief Network0
A provable SVD-based algorithm for learning topics in dominant admixture corpus0
Deep topic modeling by multilayer bootstrap network and lasso0
A Double Parametric Bootstrap Test for Topic Models0
Dense v.s. Sparse: A Comparative Study of Sampling Analysis in Scene Classification of High-Resolution Remote Sensing Imagery0
Detecting Highly Confident Word Translations from Comparable Corpora without Any Prior Knowledge0
Detecting Neurocognitive Disorders through Analyses of Topic Evolution and Cross-modal Consistency in Visual-Stimulated Narratives0
An Automatic Approach for Document-level Topic Model Evaluation0
Detecting Sarcasm Using Different Forms Of Incongruity0
Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models0
Communication-Free Parallel Supervised Topic Models0
Show:102550
← PrevPage 4 of 18Next →

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