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 301350 of 881 papers

TitleStatusHype
Finding a latent k-simplex in O(k . nnz(data)) time via Subset Smoothing0
Finding Bursty Topics from Microblogs0
A Case Study of Analysis of Construals in Language on Social Media Surrounding a Crisis Event0
Fixed-Length Poisson MRF: Adding Dependencies to the Multinomial0
FLATM: A Fuzzy Logic Approach Topic Model for Medical Documents0
Forecasting Crude Oil Price Using Event Extraction0
Friendly Topic Assistant for Transformer Based Abstractive Summarization0
From the Culinary to the Political Meaning of ``quenelle'' : Using Topic Models For Identifying Novel Senses (De la quenelle culinaire \`a la quenelle politique : identification de changements s\'emantiques \`a l'aide des Topic Models) [in French]0
From Word Vectors to Multimodal Embeddings: Techniques, Applications, and Future Directions For Large Language Models0
Fully Bayesian Approaches to Topics over Time0
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection0
Revisiting Group Differences in High-Dimensional Choices: Method and Application to Congressional Speech0
Gaussian Hierarchical Latent Dirichlet Allocation: Bringing Polysemy Back0
Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond0
Exploring Adaptor Grammars for Native Language Identification0
Generalisability of Topic Models in Cross-corpora Abusive Language Detection0
Generalized Gumbel-Softmax Gradient Estimator for Generic Discrete Random Variables0
Generalized Topic Modeling0
Exploration and Exploitation of Victorian Science in Darwin's Reading Notebooks0
Bridging the gap between supervised classification and unsupervised topic modelling for social-media assisted crisis management0
Conceptualization Topic Modeling0
Genre Independent Subgroup Detection in Online Discussion Threads: A Study of Implicit Attitude using Textual Latent Semantics0
Gibbs Max-margin Topic Models with Data Augmentation0
Concurrent Visualization of Relationships between Words and Topics in Topic Models0
GloCOM: A Short Text Neural Topic Model via Global Clustering Context0
Argviz: Interactive Visualization of Topic Dynamics in Multi-party Conversations0
Grammars and Topic Models0
A Method of Accounting Bigrams in Topic Models0
Identifying Patterns of Associated-Conditions through Topic Models of Electronic Medical Records0
Advice from the Oracle: Really Intelligent Information Retrieval0
Exploiting Fine-grained Syntactic Transfer Features to Predict the Compositionality of German Particle Verbs0
GRETEL: Graph Contrastive Topic Enhanced Language Model for Long Document Extractive Summarization0
Growing Multi-Domain Glossaries from a Few Seeds using Probabilistic Topic Models0
A Sense-Topic Model for Word Sense Induction with Unsupervised Data Enrichment0
Exploiting Domain Knowledge in Aspect Extraction0
Hashtag Recommendation with Topical Attention-Based LSTM0
Have you tried Neural Topic Models? Comparative Analysis of Neural and Non-Neural Topic Models with Application to COVID-19 Twitter Data0
Helping users discover perspectives: Enhancing opinion mining with joint topic models0
Bootstrapping Translation Detection and Sentence Extraction from Comparable Corpora0
Hey Siri. Ok Google. Alexa: A topic modeling of user reviews for smart speakers0
Hidden Softmax Sequence Model for Dialogue Structure Analysis0
Hiearchie: Visualization for Hierarchical Topic Models0
Birds of a Feather Linked Together: A Discriminative Topic Model using Link-based Priors0
Hierarchical Graph Topic Modeling with Topic Tree-based Transformer0
Hierarchical Re-estimation of Topic Models for Measuring Topical Diversity0
Expertise Mining for Enterprise Content Management0
Hierarchical Topic Presence Models0
Historia Magistra Vitae: Dynamic Topic Modeling of Roman Literature using Neural Embeddings0
Conversational Structure Aware and Context Sensitive Topic Model for Online Discussions0
A Joint Model of Conversational Discourse Latent Topics on Microblogs0
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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