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

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Showing 1–10 of 123 papers

TitleStatusHype
CSE-SFP: Enabling Unsupervised Sentence Representation Learning via a Single Forward PassCode0
Moving Past Single Metrics: Exploring Short-Text Clustering Across Multiple Resolutions—0
Advanced Text Analytics -- Graph Neural Network for Fake News Detection in Social Media—0
k-LLMmeans: Scalable, Stable, and Interpretable Text Clustering via LLM-based Centroids—0
Reliable Pseudo-labeling via Optimal Transport with Attention for Short Text ClusteringCode0
Discriminative Representation learning via Attention-Enhanced Contrastive Learning for Short Text ClusteringCode0
LITA: An Efficient LLM-assisted Iterative Topic Augmentation Framework—0
Dial-In LLM: Human-Aligned LLM-in-the-loop Intent Clustering for Customer Service Dialogues—0
Hierarchical mixtures of Unigram models for short text clustering: The role of Beta-Liouville priors—0
Text Clustering as Classification with LLMsCode1
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All datasetsMTEB20 NewsgroupsUrdu News Headlines Dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1G-BATAccuracy41.25—Unverified
2BATAccuracy35.66—Unverified