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

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Showing 51–100 of 881 papers

TitleStatusHype
FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic ModelCode2
Exploring Public Attention in the Circular Economy through Topic Modelling with Twin Hyperparameter OptimisationCode0
Concept Induction: Analyzing Unstructured Text with High-Level Concepts Using LLooMCode2
GINopic: Topic Modeling with Graph Isomorphism NetworkCode0
Enhanced Short Text Modeling: Leveraging Large Language Models for Topic RefinementCode1
Neural Multimodal Topic Modeling: A Comprehensive EvaluationCode0
Discovering Latent Themes in Social Media Messaging: A Machine-in-the-Loop Approach Integrating LLMsCode0
Automating the Information Extraction from Semi-Structured Interview TranscriptsCode0
Membership Inference Attacks and Privacy in Topic ModelingCode0
The Geometric Structure of Topic Models—0
Topic Modeling as Multi-Objective Contrastive Optimization—0
RankSum An unsupervised extractive text summarization based on rank fusion—0
Network-based Topic Structure VisualizationCode0
CFTM: Continuous time fractional topic model—0
Improving the TENOR of Labeling: Re-evaluating Topic Models for Content AnalysisCode1
A Survey on Neural Topic Models: Methods, Applications, and ChallengesCode2
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses—0
Topic Modelling: Going Beyond Token Outputs—0
Short-Form Videos and Mental Health: A Knowledge-Guided Neural Topic Model—0
Discovering Significant Topics from Legal Decisions with Selective Inference—0
Dynamic Topic Language Model on Heterogeneous Children's Mental Health Clinical Notes—0
Contrastive News and Social Media Linking using BERT for Articles and Tweets across Dual Platforms—0
Revisiting Topic-Guided Language ModelsCode0
Labeled Interactive Topic Models—0
Profiling Irony & Stereotype: Exploring Sentiment, Topic, and Lexical Features—0
TopicGPT: A Prompt-based Topic Modeling FrameworkCode2
Let the Pretrained Language Models "Imagine" for Short Texts Topic Modeling—0
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Resolving the Imbalance Issue in Hierarchical Disciplinary Topic Inference via LLM-based Data Augmentation—0
TopicAdapt- An Inter-Corpora Topics Adaptation Approach—0
Towards the TopMost: A Topic Modeling System ToolkitCode0
Evaluating Dynamic Topic Models—0
Towards Generalising Neural Topical RepresentationsCode0
Large-Scale Evaluation of Topic Models and Dimensionality Reduction Methods for 2D Text SpatializationCode0
vONTSS: vMF based semi-supervised neural topic modeling with optimal transport—0
Effective Neural Topic Modeling with Embedding Clustering RegularizationCode1
Painsight: An Extendable Opinion Mining Framework for Detecting Pain Points Based on Online Customer Reviews—0
Diversity-Aware Coherence Loss for Improving Neural Topic ModelsCode0
Contextualized Topic Coherence MetricsCode0
Revisiting Automated Topic Model Evaluation with Large Language ModelsCode1
HyHTM: Hyperbolic Geometry based Hierarchical Topic ModelsCode0
CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic ModelingCode0
Interactive Concept Learning for Uncovering Latent Themes in Large Text Collections—0
Reinforcement Learning for Topic ModelsCode0
Two to Five Truths in Non-Negative Matrix Factorization—0
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection—0
InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic ModelingCode1
A User-Centered, Interactive, Human-in-the-Loop Topic Modelling System—0
Topics in the Haystack: Extracting and Evaluating Topics beyond Coherence—0
Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic ModelingCode0
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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