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 451500 of 881 papers

TitleStatusHype
Deep Temporal-Recurrent-Replicated-Softmax for Topical Trends over Time0
Interpretable probabilistic embeddings: bridging the gap between topic models and neural networks0
Taking into account Inter-sentence Similarity for Update Summarization0
Information Bottleneck Inspired Method For Chat Text Segmentation0
Convergence Rates of Latent Topic Models Under Relaxed Identifiability Conditions0
SpectralLeader: Online Spectral Learning for Single Topic Models0
MetaLDA: a Topic Model that Efficiently Incorporates Meta informationCode0
Asymptotic Bayesian Generalization Error in Latent Dirichlet Allocation and Stochastic Matrix Factorization0
Learning to Rank Semantic Coherence for Topic Segmentation0
Detecting Perspectives in Political DebatesCode0
Detecting Sarcasm Using Different Forms Of Incongruity0
Adapting Topic Models using Lexical Associations with Tree Priors0
Why ADAGRAD Fails for Online Topic Modeling0
Classifying Frames at the Sentence Level in News Articles0
Latent Space Embedding for Retrieval in Question-Answer Archives0
A Unified Framework for Structured Prediction: From Theory to Practice0
Identifying and Tracking Sentiments and Topics from Social Media Texts during Natural Disasters0
Topic Model Stability for Hierarchical Summarization0
Mining Argumentative Structure from Natural Language text using Automatically Generated Premise-Conclusion Topic Models0
Unsupervised Terminological Ontology Learning based on Hierarchical Topic ModelingCode0
Communication-Free Parallel Supervised Topic Models0
Identifying Reference Spans: Topic Modeling and Word Embeddings help IR0
Familia: An Open-Source Toolkit for Industrial Topic ModelingCode0
Combining Thesaurus Knowledge and Probabilistic Topic Models0
Prediction-Constrained Training for Semi-Supervised Mixture and Topic Models0
Cooperative Hierarchical Dirichlet Processes: Superposition vs. Maximization0
Learning the Latent "Look": Unsupervised Discovery of a Style-Coherent Embedding from Fashion ImagesCode0
Document Retrieval for Large Scale Content Analysis using Contextualized Dictionaries0
Structured Black Box Variational Inference for Latent Time Series Models0
Tandem Anchoring: a Multiword Anchor Approach for Interactive Topic Modeling0
ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social MediaCode0
A Network Framework for Noisy Label Aggregation in Social Media0
An Unsupervised Neural Attention Model for Aspect ExtractionCode0
Data-Driven Broad-Coverage Grammars for Opinionated Natural Language Generation (ONLG)0
Topical Coherence in LDA-based Models through Induced SegmentationCode0
Jointly Learning Word Embeddings and Latent Topics0
An Automatic Approach for Document-level Topic Model Evaluation0
Topic supervised non-negative matrix factorizationCode0
Discovering Discrete Latent Topics with Neural Variational InferenceCode0
Neural Models for Documents with MetadataCode0
Why are Big Data Matrices Approximately Low Rank?0
Mixed Membership Word Embeddings for Computational Social Science0
Credible Review Detection with Limited Information using Consistency Analysis0
KATE: K-Competitive Autoencoder for TextCode0
Stochastic Divergence Minimization for Biterm Topic Model0
Pólya Urn Latent Dirichlet Allocation: a doubly sparse massively parallel samplerCode0
Conceptualization Topic Modeling0
Improving Verb Metaphor Detection by Propagating Abstractness to Words, Phrases and Individual Senses0
Measuring Topic Coherence through Optimal Word Buckets0
A Societal Sentiment Analysis: Predicting the Values and Ethics of Individuals by Analysing Social Media Content0
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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