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 751–800 of 881 papers

TitleStatusHype
Machine Reading Tea Leaves: Automatically Evaluating Topic Coherence and Topic Model QualityCode0
Evaluating topic coherence measures—0
Painting Analysis Using Wavelets and Probabilistic Topic Models—0
Parsimonious Topic Models with Salient Word DiscoveryCode0
Dynamic Language Models for Streaming Text—0
Online Adaptor Grammars with Hybrid Inference—0
Probable convexity and its application to Correlated Topic Models—0
Online Bayesian Passive-Aggressive Learning—0
Sparse Allreduce: Efficient Scalable Communication for Power-Law Data—0
Documents as multiple overlapping windows into grids of counts—0
Scalable Inference for Logistic-Normal Topic Models—0
Learning Reputation in an Authorship Network—0
Use of Combined Topic Models in Unsupervised Domain Adaptation for Word Sense Disambiguation—0
Necessary and Sufficient Conditions for Novel Word Detection in Separable Topic Models—0
Gibbs Max-margin Topic Models with Data Augmentation—0
Discriminative Relational Topic Models—0
Improved Bayesian Logistic Supervised Topic Models with Data Augmentation—0
Topical Key Concept Extraction from Folksonomy—0
Robust Transliteration Mining from Comparable Corpora with Bilingual Topic Models—0
Time Series Topic Modeling and Bursty Topic Detection of Correlated News and Twitter—0
A Two-Step Named Entity Recognizer for Open-Domain Search Queries—0
Updating Rare Term Vector Replacement—0
Topic Modeling with Sentiment Clues and Relaxed Labeling Schema—0
Combining Generative and Discriminative Model Scores for Distant Supervision—0
Exploiting Domain Knowledge in Aspect Extraction—0
Orthonormal Explicit Topic Analysis for Cross-Lingual Document MatchingCode0
Growing Multi-Domain Glossaries from a Few Seeds using Probabilistic Topic Models—0
Unsupervised Relation Extraction with General Domain Knowledge—0
Integrating Document Clustering and Topic Modeling—0
TwitIE: An Open-Source Information Extraction Pipeline for Microblog TextCode0
Mixing in Some Knowledge: Enriched Context Patterns for Bayesian Word Sense Induction—0
When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity—0
Online Polylingual Topic Models for Fast Document Translation Detection—0
Grammars and Topic Models—0
Aggregating Continuous Word Embeddings for Information Retrieval—0
Topic Models + Word Alignment = A Flexible Framework for Extracting Bilingual Dictionary from Comparable Corpus—0
Documents and Dependencies: an Exploration of Vector Space Models for Semantic Composition—0
VSEM: An open library for visual semantics representation—0
Word Association Profiles and their Use for Automated Scoring of Essays—0
Generating Recommendation Dialogs by Extracting Information from User Reviews—0
Are Semantically Coherent Topic Models Useful for Ad Hoc Information Retrieval?—0
Evolutionary Hierarchical Dirichlet Process for Timeline Summarization—0
Semi-Supervised Semantic Tagging of Conversational Understanding using Markov Topic Regression—0
Natural Language Models for Predicting Programming Comments—0
QuEst - A translation quality estimation framework—0
Learning to Extract International Relations from Political Context—0
Linking Tweets to News: A Framework to Enrich Short Text Data in Social Media—0
Linguistic Resources and Topic Models for the Analysis of Persian Poems—0
XLING: Matching Query Sentences to a Parallel Corpus using Topic Models for WSD—0
Topic Models and Metadata for Visualizing Text Corpora—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