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 551–600 of 881 papers

TitleStatusHype
TopicCheck: Interactive Alignment for Assessing Topic Model Stability—0
Topic Driven Adaptive Network for Cross-Domain Sentiment Classification—0
TopicEq: A Joint Topic and Mathematical Equation Model for Scientific Texts—0
Topic Extraction from Microblog Posts Using Conversation Structures—0
Topic Extraction of Crawled Documents Collection using Correlated Topic Model in MapReduce Framework—0
Topic Identification and Discovery on Text and Speech—0
Topic-Informed Neural Machine Translation—0
Topic Intrusion for Automatic Topic Model Evaluation—0
Topic Modeling as Multi-Objective Contrastive Optimization—0
Comprehensive Evaluation of Large Language Models for Topic Modeling—0
Topic Modeling of Multimodal Data: An Autoregressive Approach—0
Topic Modeling with Contextualized Word Representation Clusters—0
Topic Modeling with Sentiment Clues and Relaxed Labeling Schema—0
Topic modelling discourse dynamics in historical newspapers—0
Topic Modelling: Going Beyond Token Outputs—0
Topic Modelling Meets Deep Neural Networks: A Survey—0
Topic Modelling of Empirical Text Corpora: Validity, Reliability, and Reproducibility in Comparison to Semantic Maps—0
Topic Model or Topic Twaddle? Re-evaluating Semantic Interpretability Measures—0
Topic Models: Accounting Component Structure of Bigrams—0
Topic Models and Metadata for Visualizing Text Corpora—0
Topic Models for Dynamic Translation Model Adaptation—0
Topic Models, Latent Space Models, Sparse Coding, and All That: A Systematic Understanding of Probabilistic Semantic Extraction in Large Corpus—0
Topic Model Stability for Hierarchical Summarization—0
Topic Model Supervised by Understanding Map—0
Topic Models with Survival Supervision: Archetypal Analysis and Neural Approaches—0
Topic Models + Word Alignment = A Flexible Framework for Extracting Bilingual Dictionary from Comparable Corpus—0
Topic representation: finding more representative words in topic models—0
Topic Segmentation with a Structured Topic Model—0
Topic Similarity Networks: Visual Analytics for Large Document Sets—0
Topics in Contextualised Attention Embeddings—0
Topics in the Haystack: Extracting and Evaluating Topics beyond Coherence—0
Topic Stability over Noisy Sources—0
TopicTag: Automatic Annotation of NMF Topic Models Using Chain of Thought and Prompt Tuning with LLMs—0
TopicTiling: A Text Segmentation Algorithm based on LDA—0
topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation—0
Toward a general, scaleable framework for Bayesian teaching with applications to topic models—0
Towards a Computational History of the ACL: 1980-2008—0
Towards Bayesian Deep Learning: A Framework and Some Existing Methods—0
Towards Better Understanding with Uniformity and Explicit Regularization of Embeddings in Embedding-based Neural Topic Models—0
Towards Evaluation of Cultural-scale Claims in Light of Topic Model Sampling Effects—0
Towards Explainable Scientific Venue Recommendations—0
Towards Improving Topic Models with the BERT-based Neural Topic Encoder—0
Towards the TopMost: A Topic Modeling System Toolkit—0
Towards Training Probabilistic Topic Models on Neuromorphic Multi-chip Systems—0
Tracing State-Level Obesity Prevalence from Sentence Embeddings of Tweets: A Feasibility Study—0
Training Neural Networks for Aspect Extraction Using Descriptive Keywords Only—0
Transductive Adaptation of Black Box Predictions—0
Transfer Topic Labeling with Domain-Specific Knowledge Base: An Analysis of UK House of Commons Speeches 1935-2014—0
Translating Bayesian Networks into Entity Relationship Models, Extended Version—0
Truncation-free Online Variational Inference for Bayesian Nonparametric Models—0
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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