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 301–325 of 881 papers

TitleStatusHype
Finding a latent k-simplex in O(k . nnz(data)) time via Subset Smoothing—0
Finding Bursty Topics from Microblogs—0
Bridging the gap between supervised classification and unsupervised topic modelling for social-media assisted crisis management—0
Hashtag Recommendation with Topical Attention-Based LSTM—0
FLATM: A Fuzzy Logic Approach Topic Model for Medical Documents—0
Forecasting Crude Oil Price Using Event Extraction—0
Friendly Topic Assistant for Transformer Based Abstractive Summarization—0
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 Models—0
Fully Bayesian Approaches to Topics over Time—0
Exploiting Fine-grained Syntactic Transfer Features to Predict the Compositionality of German Particle Verbs—0
Revisiting Group Differences in High-Dimensional Choices: Method and Application to Congressional Speech—0
Gaussian Hierarchical Latent Dirichlet Allocation: Bringing Polysemy Back—0
Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond—0
Exploiting Domain Knowledge in Aspect Extraction—0
Generalisability of Topic Models in Cross-corpora Abusive Language Detection—0
Generalized Gumbel-Softmax Gradient Estimator for Generic Discrete Random Variables—0
Generalized Topic Modeling—0
Bootstrapping Translation Detection and Sentence Extraction from Comparable Corpora—0
Generating Scenes with Latent Object Models—0
Conceptualization Topic Modeling—0
Genre Independent Subgroup Detection in Online Discussion Threads: A Study of Implicit Attitude using Textual Latent Semantics—0
Gibbs Max-margin Topic Models with Data Augmentation—0
Concurrent Visualization of Relationships between Words and Topics in Topic Models—0
Birds of a Feather Linked Together: A Discriminative Topic Model using Link-based Priors—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