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 751800 of 881 papers

TitleStatusHype
Bilingual Segmented Topic Model0
Bilingual Topic Models for Comparable Corpora0
Birds of a Feather Linked Together: A Discriminative Topic Model using Link-based Priors0
Bootstrapping Translation Detection and Sentence Extraction from Comparable Corpora0
Bridging the gap between supervised classification and unsupervised topic modelling for social-media assisted crisis management0
Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs0
CFTM: Continuous time fractional topic model0
Chronic Pain and Language: A Topic Modelling Approach to Personal Pain Descriptions0
Classifying Frames at the Sentence Level in News Articles0
Clustering for Simultaneous Extraction of Aspects and Features from Reviews0
Coarse-grained Cross-lingual Alignment of Comparable Texts with Topic Models and Encyclopedic Knowledge0
Collective Entity Resolution with Multi-Focal Attention0
Combinatorial Topic Models using Small-Variance Asymptotics0
Combining Generative and Discriminative Model Scores for Distant Supervision0
Combining Thesaurus Knowledge and Probabilistic Topic Models0
Communication-Free Parallel Supervised Topic Models0
Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models0
Comparing Apples to Apple: The Effects of Stemmers on Topic Models0
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models0
Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond0
Concept-based Selectional Preferences and Distributional Representations from Wikipedia Articles0
Conceptualization Topic Modeling0
Concurrent Visualization of Relationships between Words and Topics in Topic Models0
Constructing a Class-Based Lexical Dictionary using Interactive Topic Models0
Contextual Topic Modeling For Dialog Systems0
Continuous Time Dynamic Topic Models0
Contrastive News and Social Media Linking using BERT for Articles and Tweets across Dual Platforms0
Convergence Rates of Latent Topic Models Under Relaxed Identifiability Conditions0
Conversational Structure Aware and Context Sensitive Topic Model for Online Discussions0
Convolutional Dictionary Learning through Tensor Factorization0
Cooperative Hierarchical Dirichlet Processes: Superposition vs. Maximization0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling0
Creative Exploration Using Topic Based Bisociative Networks0
Credible Review Detection with Limited Information using Consistency Analysis0
Cross-lingual Pseudo Relevance Feedback Based on Weak Relevant Topic Alignment0
Cross-Lingual Topic Alignment in Time Series Japanese / Chinese News0
Data-Driven Broad-Coverage Grammars for Opinionated Natural Language Generation (ONLG)0
Decentralized Topic Modelling with Latent Dirichlet Allocation0
Deep Dungeons and Dragons: Learning Character-Action Interactions from Role-Playing Game Transcripts0
Deep Poisson Factor Modeling0
Deep Probabilistic Graphical Modeling0
Deep Relational Topic Modeling via Graph Poisson Gamma Belief Network0
Deep Temporal-Recurrent-Replicated-Softmax for Topical Trends over Time0
Deep topic modeling by multilayer bootstrap network and lasso0
Deep Topic Models for Multi-label Learning0
Dense v.s. Sparse: A Comparative Study of Sampling Analysis in Scene Classification of High-Resolution Remote Sensing Imagery0
Detecting Highly Confident Word Translations from Comparable Corpora without Any Prior Knowledge0
Detecting Neurocognitive Disorders through Analyses of Topic Evolution and Cross-modal Consistency in Visual-Stimulated Narratives0
Detecting Sarcasm Using Different Forms Of Incongruity0
Developing a Curated Topic Model for COVID-19 Medical Research Literature0
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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