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 351400 of 881 papers

TitleStatusHype
Exploring Adaptor Grammars for Native Language Identification0
How Text Segmentation Algorithms Gain from Topic Models0
Exploration and Exploitation of Victorian Science in Darwin's Reading Notebooks0
HTMOT : Hierarchical Topic Modelling Over Time0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling0
Bridging the gap between supervised classification and unsupervised topic modelling for social-media assisted crisis management0
Identifying and Tracking Sentiments and Topics from Social Media Texts during Natural Disasters0
Identifying Comparable Corpora Using LDA0
Credible Review Detection with Limited Information using Consistency Analysis0
Identifying Patterns of Associated-Conditions through Topic Models of Electronic Medical Records0
Exploiting Fine-grained Syntactic Transfer Features to Predict the Compositionality of German Particle Verbs0
Improved Bayesian Logistic Supervised Topic Models with Data Augmentation0
Improved Topic Representations of Medical Documents to Assist COVID-19 Literature Exploration0
Cross-lingual Pseudo Relevance Feedback Based on Weak Relevant Topic Alignment0
Improving Neural Topic Models by Contrastive Learning with BERT0
Exploiting Domain Knowledge in Aspect Extraction0
Analyzing Aviation Safety Narratives with LDA, NMF and PLSA: A Case Study Using Socrata Datasets0
Improving the Inference of Topic Models via Infinite Latent State Replications0
Improving Topic Coherence with Latent Feature Word Representations in MAP Estimation for Topic Modeling0
Improving Topic Coherence with Regularized Topic Models0
Improving Topic Model Clustering of Newspaper Comments for Summarisation0
Improving Topic Models with Latent Feature Word Representations0
Improving Update Summarization via Supervised ILP and Sentence Reranking0
Improving Users' Demographic Prediction via the Videos They Talk about0
Improving Verb Metaphor Detection by Propagating Abstractness to Words, Phrases and Individual Senses0
Incorporating Lexical Priors into Topic Models0
Incorporating Word Correlation Knowledge into Topic Modeling0
Indirect Identification of Psychosocial Risks from Natural Language0
Deep Probabilistic Graphical Modeling0
Bootstrapping Translation Detection and Sentence Extraction from Comparable Corpora0
Information Bottleneck Inspired Method For Chat Text Segmentation0
Integrating Document Clustering and Topic Modeling0
Birds of a Feather Linked Together: A Discriminative Topic Model using Link-based Priors0
Integrating Topic Models and Latent Factors for Recommendation0
Integration of Knowledge Graph Embedding Into Topic Modeling with Hierarchical Dirichlet Process0
Interaction-Aware Topic Model for Microblog Conversations through Network Embedding and User Attention0
Expertise Mining for Enterprise Content Management0
Interactive Topic Modeling with Anchor Words0
Interactive Topic Models with Optimal Transport0
Interactive Visual Exploration of Topic Models using Graphs0
Inter-Battery Topic Representation Learning0
Interpretable and Scalable Graphical Models for Complex Spatio-temporal Processes0
Interpretable probabilistic embeddings: bridging the gap between topic models and neural networks0
Inverted Bilingual Topic Models for Lexicon Extraction from Non-parallel Data0
Investigating the Impact of Text Summarization on Topic Modeling0
A Joint Model of Conversational Discourse Latent Topics on Microblogs0
Knowledge-based Word Sense Disambiguation using Topic Models0
Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics0
Labeling Topics with Images using Neural Networks0
Excess Risk Bounds for the Bayes Risk using Variational Inference in Latent Gaussian 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