SOTAVerified

Text Clustering

Grouping a set of texts in such a way that objects in the same group (called a cluster) are more similar (in some sense) to each other than to those in other groups (clusters). (Source: Adapted from Wikipedia)

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 123 papers

TitleStatusHype
An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering—0
Clustering tweets usingWikipedia concepts—0
An Unsupervised Bayesian Modelling Approach for Storyline Detection on News Articles—0
Exploiting Discourse Relations between Sentences for Text Clustering—0
Federated Learning for Short Text Clustering—0
Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media—0
An end-to-end Neural Network Framework for Text Clustering—0
Elastic deep autoencoder for text embedding clustering by an improved graph regularization—0
An Empirical Survey of Unsupervised Text Representation Methods on Twitter Data—0
Dial-In LLM: Human-Aligned LLM-in-the-loop Intent Clustering for Customer Service Dialogues—0
Automatic Construction of Multi-faceted User Profiles using Text Clustering and its Application to Expert Recommendation and Filtering Problems—0
Advanced Text Analytics -- Graph Neural Network for Fake News Detection in Social Media—0
Deep Clustering with Measure Propagation—0
Attentive Representation Learning with Adversarial Training for Short Text Clustering—0
DISCO: A System Leveraging Semantic Search in Document Review—0
A Weighting Scheme for Open Information Extraction—0
A Template Based Hybrid Model for Chinese Personal Name Disambiguation—0
CEIL: A General Classification-Enhanced Iterative Learning Framework for Text Clustering—0
Contrastive Learning Subspace for Text Clustering—0
Domain Based Punjabi Text Document Clustering—0
EASE: Entity-Aware Contrastive Learning of Sentence Embedding—0
An Efficient and Explanatory Image and Text Clustering System with Multimodal Autoencoder Architecture—0
Effects of Creativity and Cluster Tightness on Short Text Clustering Performance—0
Cluster Analysis of Online Mental Health Discourse using Topic-Infused Deep Contextualized Representations—0
A Comparative Study of Conversion Aided Methods for WordNet Sentence Textual Similarity—0
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All datasetsMTEB20 NewsgroupsUrdu News Headlines Dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ST5-XXLV-Measure43.71—Unverified
2MPNetV-Measure43.69—Unverified
3GTR-XXLV-Measure42.42—Unverified
4MiniLM-L6V-Measure42.35—Unverified
5ST5-XLV-Measure42.34—Unverified
6MiniLM-L12V-Measure41.81—Unverified
7ST5-LargeV-Measure41.65—Unverified
8GTR-LargeV-Measure41.6—Unverified
9GTR-XLV-Measure41.51—Unverified
10ContrieverV-Measure41.1—Unverified
#ModelMetricClaimedVerifiedStatus
1G-BATAccuracy41.25—Unverified
2BATAccuracy35.66—Unverified
#ModelMetricClaimedVerifiedStatus
1Vector Space ModelRelated Headlines85—Unverified