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 251–300 of 881 papers

TitleStatusHype
A NoSQL Data-based Personalized Recommendation System for C2C e-Commerce—0
Enhancing Topic Interpretability for Neural Topic Modeling through Topic-wise Contrastive Learning—0
Enhancing Topic Modeling for Short Texts with Auxiliary Word Embeddings—0
Entities as topic labels: Improving topic interpretability and evaluability combining Entity Linking and Labeled LDA—0
A Historical Analysis of the Field of OR/MS using Topic Models—0
Efficient Algorithms for Sparse Moment Problems without Separation—0
BART-TL: Weakly-Supervised Topic Label Generation—0
Dynamic Topic Language Model on Heterogeneous Children's Mental Health Clinical Notes—0
Dynamic Topic Adaptation for SMT using Distributional Profiles—0
AutoTM 2.0: Automatic Topic Modeling Framework for Documents Analysis—0
An Interpretable Neural Network with Topical Information for Relevant Emotion Ranking—0
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint—0
Dynamic Language Models for Streaming Text—0
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses—0
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models—0
Automatic Poetry Generation from Prosaic Text—0
An Instability in Variational Inference for Topic Models—0
A Hierarchical Knowledge Representation for Expert Finding on Social Media—0
"Draw My Topics": Find Desired Topics fast from large scale of Corpus—0
Does the Phonology of L1 Show Up in L2 Texts?—0
Do Distributed Semantic Models Dream of Electric Sheep? Visualizing Word Representations through Image Synthesis—0
Automatic Labelling of Topic Models Learned from Twitter by Summarisation—0
A new LDA formulation with covariates—0
Documents as multiple overlapping windows into grids of counts—0
Documents and Dependencies: an Exploration of Vector Space Models for Semantic Composition—0
Document Retrieval for Large Scale Content Analysis using Contextualized Dictionaries—0
Document-Level Machine Translation Evaluation with Gist Consistency and Text Cohesion—0
Automatic Labeling of Topic Models Using Text Summaries—0
A 'Gibbs-Newton' Technique for Enhanced Inference of Multivariate Polya Parameters and Topic Models—0
Adapting Topic Models using Lexical Associations with Tree Priors—0
A Bayesian Topic Model for Human-Evaluated Interpretability—0
Autodetection and Classification of Hidden Cultural City Districts from Yelp Reviews—0
A Novel Document Generation Process for Topic Detection based on Hierarchical Latent Tree Models—0
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews—0
Disentangling Topic Models: A Cross-cultural Analysis of Personal Values through Words—0
Authorship Attribution with Topic Models—0
Discriminative Relational Topic Models—0
Discriminative Neural Topic Models—0
Authorship Attribution with Author-aware Topic Models—0
A Network Framework for Noisy Label Aggregation in Social Media—0
Aggregating Continuous Word Embeddings for Information Retrieval—0
Discovery of Treatments from Text Corpora—0
Discovering topics with neural topic models built from PLSA assumptions—0
Discovering Topics With Neural Topic Models Built From PLSA Loss—0
Discovering Significant Topics from Legal Decisions with Selective Inference—0
A User-Centered, Interactive, Human-in-the-Loop Topic Modelling System—0
Discovering Latent Structure in Task-Oriented Dialogues—0
Discovering Hidden Topical Hubs and Authorities in Online Social Networks—0
A Unified Framework for Structured Prediction: From Theory to Practice—0
Discovering Airline-Specific Business Intelligence from Online Passenger Reviews: An Unsupervised Text Analytics Approach—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