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 776–800 of 881 papers

TitleStatusHype
Robust Transliteration Mining from Comparable Corpora with Bilingual Topic Models—0
A Two-Step Named Entity Recognizer for Open-Domain Search Queries—0
Unsupervised Relation Extraction with General Domain Knowledge—0
Exploiting Domain Knowledge in Aspect Extraction—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
Topic Models + Word Alignment = A Flexible Framework for Extracting Bilingual Dictionary from Comparable Corpus—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
Semi-Supervised Semantic Tagging of Conversational Understanding using Markov Topic Regression—0
VSEM: An open library for visual semantics representation—0
Learning to Extract International Relations from Political Context—0
Aggregating Continuous Word Embeddings for Information Retrieval—0
Natural Language Models for Predicting Programming Comments—0
Evolutionary Hierarchical Dirichlet Process for Timeline Summarization—0
Documents and Dependencies: an Exploration of Vector Space Models for Semantic Composition—0
QuEst - A translation quality estimation framework—0
Linking Tweets to News: A Framework to Enrich Short Text Data in Social Media—0
XLING: Matching Query Sentences to a Parallel Corpus using Topic Models for WSD—0
Linguistic Resources and Topic Models for the Analysis of Persian Poems—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