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 201–250 of 881 papers

TitleStatusHype
Developing a Curated Topic Model for COVID-19 Medical Research Literature—0
Diachronic Topics in New High German Poetry—0
Di-LSTM Contrast : A Deep Neural Network for Metaphor Detection—0
A Topic Similarity Model for Hierarchical Phrase-based Translation—0
Attention based Sentence Extraction from Scientific Articles using Pseudo-Labeled data—0
DiscLDA: Discriminative Learning for Dimensionality Reduction and Classification—0
Discovering Airline-Specific Business Intelligence from Online Passenger Reviews: An Unsupervised Text Analytics Approach—0
A Two-Step Named Entity Recognizer for Open-Domain Search Queries—0
Discovering Hidden Topical Hubs and Authorities in Online Social Networks—0
Discovering Latent Structure in Task-Oriented Dialogues—0
A Double Parametric Bootstrap Test for Topic Models—0
Discovering Topics With Neural Topic Models Built From PLSA Loss—0
Discovering topics with neural topic models built from PLSA assumptions—0
Discovery of Treatments from Text Corpora—0
Discriminative Neural Topic Models—0
Discriminative Relational Topic Models—0
Authorship Attribution with Topic Models—0
Disentangling Topic Models: A Cross-cultural Analysis of Personal Values through Words—0
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews—0
A Novel Document Generation Process for Topic Detection based on Hierarchical Latent Tree Models—0
Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models—0
Fast Learning of Clusters and Topics via Sparse Posteriors—0
Communication-Free Parallel Supervised Topic Models—0
Document Retrieval for Large Scale Content Analysis using Contextualized Dictionaries—0
Documents and Dependencies: an Exploration of Vector Space Models for Semantic Composition—0
Documents as multiple overlapping windows into grids of counts—0
Do Distributed Semantic Models Dream of Electric Sheep? Visualizing Word Representations through Image Synthesis—0
Does the Phonology of L1 Show Up in L2 Texts?—0
A new LDA formulation with covariates—0
"Draw My Topics": Find Desired Topics fast from large scale of Corpus—0
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models—0
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses—0
Dynamic Language Models for Streaming Text—0
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint—0
Dynamic Topic Adaptation for SMT using Distributional Profiles—0
Dynamic Topic Language Model on Heterogeneous Children's Mental Health Clinical Notes—0
A Latent Concept Topic Model for Robust Topic Inference Using Word Embeddings—0
Efficient Algorithms for Sparse Moment Problems without Separation—0
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora—0
Efficient Learning for Undirected Topic Models—0
Efficient Methods for Incorporating Knowledge into Topic Models—0
Efficient Methods for Inferring Large Sparse Topic Hierarchies—0
Efficient Tree-Based Topic Modeling—0
Eigenvectors of Orthogonally Decomposable Functions—0
Embedded Topic Models Enhanced by Wikification—0
EMNLP versus ACL: Analyzing NLP research over time—0
Evaluating topic coherence measures—0
Enhanced Personalized Search using Social Data—0
Evaluating Visual Representations for Topic Understanding and Their Effects on Manually Generated Topic Labels—0
Combining Thesaurus Knowledge and Probabilistic Topic Models—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