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 101–150 of 881 papers

TitleStatusHype
A Topic Similarity Model for Hierarchical Phrase-based Translation—0
Attention based Sentence Extraction from Scientific Articles using Pseudo-Labeled data—0
A Two-Step Named Entity Recognizer for Open-Domain Search Queries—0
A Unified Framework for Structured Prediction: From Theory to Practice—0
A Supervised Neural Autoregressive Topic Model for Simultaneous Image Classification and Annotation—0
A User-Centered, Interactive, Human-in-the-Loop Topic Modelling System—0
Authorship Attribution with Author-aware Topic Models—0
Authorship Attribution with Topic Models—0
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews—0
Autodetection and Classification of Hidden Cultural City Districts from Yelp Reviews—0
Assessing Violence Risk in Threatening Communications—0
Analyzing Bayesian Crosslingual Transfer in Topic Models—0
Automatic Labelling of Topic Models Learned from Twitter by Summarisation—0
A new LDA formulation with covariates—0
Automatic Poetry Generation from Prosaic Text—0
An Instability in Variational Inference for Topic Models—0
AutoTM 2.0: Automatic Topic Modeling Framework for Documents Analysis—0
BART-TL: Weakly-Supervised Topic Label Generation—0
BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation—0
A NoSQL Data-based Personalized Recommendation System for C2C e-Commerce—0
Bayesian Analysis of Dynamic Linear Topic Models—0
Benchmarking Neural Topic Models: An Empirical Study—0
BERTopic for Topic Modeling of Hindi Short Texts: A Comparative Study—0
Assessing Group-level Gender Bias in Professional Evaluations: The Case of Medical Student End-of-Shift Feedback—0
A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization—0
Best feature performance in codeswitched hate speech texts—0
Analyzing Aviation Safety Narratives with LDA, NMF and PLSA: A Case Study Using Socrata Datasets—0
A framework for streamlined statistical prediction using topic models—0
A Comparative Study of Methods for Topic Modeling in Spoken Document Retrieval—0
A Spectral Algorithm for Latent Dirichlet Allocation—0
Aspect Extraction with Automated Prior Knowledge Learning—0
An Analysis of Lemmatization on Topic Models of Morphologically Rich Language—0
Aspect Extraction through Semi-Supervised Modeling—0
A Societal Sentiment Analysis: Predicting the Values and Ethics of Individuals by Analysing Social Media Content—0
Analysis and tuning of hierarchical topic models based on Renyi entropy approach—0
A Frame of Mind: Using Statistical Models for Detection of Framing and Agenda Setting Campaigns—0
Ask the GRU: Multi-Task Learning for Deep Text Recommendations—0
A Simple Word Embedding Model for Lexical Substitution—0
A Bayesian Analysis of Dynamics in Free Recall—0
A Sentiment-aligned Topic Model for Product Aspect Rating Prediction—0
A Multilingual Topic Model for Learning Weighted Topic Links Across Corpora with Low Comparability—0
Automatic Evaluation of Local Topic Quality—0
A Sense-Topic Model for Word Sense Induction with Unsupervised Data Enrichment—0
A Method of Accounting Bigrams in Topic Models—0
Advice from the Oracle: Really Intelligent Information Retrieval—0
Argviz: Interactive Visualization of Topic Dynamics in Multi-party Conversations—0
Are Semantically Coherent Topic Models Useful for Ad Hoc Information Retrieval?—0
ALTO: Active Learning with Topic Overviews for Speeding Label Induction and Document Labeling—0
Contextual Topic Modeling For Dialog Systems—0
Continuous Time Dynamic Topic Models—0
Show:102550
← PrevPage 3 of 18Next →

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