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 101150 of 881 papers

TitleStatusHype
A Topic Similarity Model for Hierarchical Phrase-based Translation0
Attention based Sentence Extraction from Scientific Articles using Pseudo-Labeled data0
A Two-Step Named Entity Recognizer for Open-Domain Search Queries0
A Unified Framework for Structured Prediction: From Theory to Practice0
A Supervised Neural Autoregressive Topic Model for Simultaneous Image Classification and Annotation0
A User-Centered, Interactive, Human-in-the-Loop Topic Modelling System0
Authorship Attribution with Author-aware Topic Models0
Authorship Attribution with Topic Models0
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews0
Autodetection and Classification of Hidden Cultural City Districts from Yelp Reviews0
Assessing Violence Risk in Threatening Communications0
Analyzing Bayesian Crosslingual Transfer in Topic Models0
Automatic Labelling of Topic Models Learned from Twitter by Summarisation0
A new LDA formulation with covariates0
Automatic Poetry Generation from Prosaic Text0
An Instability in Variational Inference for Topic Models0
AutoTM 2.0: Automatic Topic Modeling Framework for Documents Analysis0
BART-TL: Weakly-Supervised Topic Label Generation0
BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation0
A NoSQL Data-based Personalized Recommendation System for C2C e-Commerce0
Bayesian Analysis of Dynamic Linear Topic Models0
Benchmarking Neural Topic Models: An Empirical Study0
BERTopic for Topic Modeling of Hindi Short Texts: A Comparative Study0
Assessing Group-level Gender Bias in Professional Evaluations: The Case of Medical Student End-of-Shift Feedback0
A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization0
Best feature performance in codeswitched hate speech texts0
Analyzing Aviation Safety Narratives with LDA, NMF and PLSA: A Case Study Using Socrata Datasets0
A framework for streamlined statistical prediction using topic models0
A Comparative Study of Methods for Topic Modeling in Spoken Document Retrieval0
A Spectral Algorithm for Latent Dirichlet Allocation0
Aspect Extraction with Automated Prior Knowledge Learning0
An Analysis of Lemmatization on Topic Models of Morphologically Rich Language0
Aspect Extraction through Semi-Supervised Modeling0
A Societal Sentiment Analysis: Predicting the Values and Ethics of Individuals by Analysing Social Media Content0
Analysis and tuning of hierarchical topic models based on Renyi entropy approach0
A Frame of Mind: Using Statistical Models for Detection of Framing and Agenda Setting Campaigns0
Ask the GRU: Multi-Task Learning for Deep Text Recommendations0
A Simple Word Embedding Model for Lexical Substitution0
A Bayesian Analysis of Dynamics in Free Recall0
A Sentiment-aligned Topic Model for Product Aspect Rating Prediction0
A Multilingual Topic Model for Learning Weighted Topic Links Across Corpora with Low Comparability0
Automatic Evaluation of Local Topic Quality0
A Sense-Topic Model for Word Sense Induction with Unsupervised Data Enrichment0
A Method of Accounting Bigrams in Topic Models0
Advice from the Oracle: Really Intelligent Information Retrieval0
Argviz: Interactive Visualization of Topic Dynamics in Multi-party Conversations0
Are Semantically Coherent Topic Models Useful for Ad Hoc Information Retrieval?0
ALTO: Active Learning with Topic Overviews for Speeding Label Induction and Document Labeling0
Contextual Topic Modeling For Dialog Systems0
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