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 301–350 of 881 papers

TitleStatusHype
A Two-Step Named Entity Recognizer for Open-Domain Search Queries—0
An Empirical Study of Stochastic Variational Algorithms for the Beta Bernoulli Process—0
A Geometrical Approach to Topic Model Estimation—0
Active Learning with Constrained Topic Model—0
DiscLDA: Discriminative Learning for Dimensionality Reduction and Classification—0
Attention based Sentence Extraction from Scientific Articles using Pseudo-Labeled data—0
Di-LSTM Contrast : A Deep Neural Network for Metaphor Detection—0
A Topic Similarity Model for Hierarchical Phrase-based Translation—0
An Empirical Analysis of Topic Models: Uncovering the Relationships between Hyperparameters, Document Length and Performance Measures—0
Diachronic Topics in New High German Poetry—0
Developing a Curated Topic Model for COVID-19 Medical Research Literature—0
ATM:Adversarial-neural Topic Model—0
Anchors Regularized: Adding Robustness and Extensibility to Scalable Topic-Modeling Algorithms—0
Detecting Sarcasm Using Different Forms Of Incongruity—0
Detecting Neurocognitive Disorders through Analyses of Topic Evolution and Cross-modal Consistency in Visual-Stimulated Narratives—0
Detecting Highly Confident Word Translations from Comparable Corpora without Any Prior Knowledge—0
Asynchronous Distributed Learning of Topic Models—0
An Automatic Approach for Document-level Topic Model Evaluation—0
Dense v.s. Sparse: A Comparative Study of Sampling Analysis in Scene Classification of High-Resolution Remote Sensing Imagery—0
Deep Topic Models for Multi-label Learning—0
Deep topic modeling by multilayer bootstrap network and lasso—0
Deep Temporal-Recurrent-Replicated-Softmax for Topical Trends over Time—0
Asymptotic Bayesian Generalization Error in Latent Dirichlet Allocation and Stochastic Matrix Factorization—0
Analyzing Framing through the Casts of Characters in the News—0
A General Method for Robust Bayesian Modeling—0
A Computationally Efficient Algorithm for Learning Topical Collocation Models—0
A Bayesian Nonparametric Topic Model with Variational Auto-Encoders—0
Deep Relational Topic Modeling via Graph Poisson Gamma Belief Network—0
Deep Probabilistic Graphical Modeling—0
A Supervised Neural Autoregressive Topic Model for Simultaneous Image Classification and Annotation—0
Deep Poisson Factor Modeling—0
Deep Dungeons and Dragons: Learning Character-Action Interactions from Role-Playing Game Transcripts—0
Assessing Violence Risk in Threatening Communications—0
Analyzing Bayesian Crosslingual Transfer in Topic Models—0
Decentralized Topic Modelling with Latent Dirichlet Allocation—0
Assessing Group-level Gender Bias in Professional Evaluations: The Case of Medical Student End-of-Shift Feedback—0
Data-Driven Broad-Coverage Grammars for Opinionated Natural Language Generation (ONLG)—0
Analyzing Aviation Safety Narratives with LDA, NMF and PLSA: A Case Study Using Socrata Datasets—0
A framework for streamlined statistical prediction using topic models—0
Cross-Lingual Topic Alignment in Time Series Japanese / Chinese News—0
Cross-lingual Pseudo Relevance Feedback Based on Weak Relevant Topic Alignment—0
A Spectral Algorithm for Latent Dirichlet Allocation—0
Credible Review Detection with Limited Information using Consistency Analysis—0
Aspect Extraction with Automated Prior Knowledge Learning—0
An Analysis of Lemmatization on Topic Models of Morphologically Rich Language—0
Creative Exploration Using Topic Based Bisociative Networks—0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling—0
Aspect Extraction through Semi-Supervised Modeling—0
Cooperative Hierarchical Dirichlet Processes: Superposition vs. Maximization—0
Convolutional Dictionary Learning through Tensor Factorization—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