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

Showing 4150 of 123 papers

TitleStatusHype
Training Effective Neural Sentence Encoders from Automatically Mined ParaphrasesCode1
Contextual Text Block Detection towards Scene Text Understanding0
Towards Responsible AI for Financial Transactions0
Clustering Similar Amendments at the Italian SenateCode0
EASE: Entity-Aware Contrastive Learning of Sentence EmbeddingCode1
Neural Topic Modeling with Deep Mutual Information Estimation0
Subspace Co-clustering with Two-Way Graph ConvolutionCode0
EASE: Entity-Aware Contrastive Learning of Sentence Embedding0
Proposition-Level Clustering for Multi-Document SummarizationCode1
Semi-Supervised Clustering with Contrastive Learning for Discovering New Intents0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ST5-XXLV-Measure43.71Unverified
2MPNetV-Measure43.69Unverified
3GTR-XXLV-Measure42.42Unverified
4MiniLM-L6V-Measure42.35Unverified
5ST5-XLV-Measure42.34Unverified
6MiniLM-L12V-Measure41.81Unverified
7ST5-LargeV-Measure41.65Unverified
8GTR-LargeV-Measure41.6Unverified
9GTR-XLV-Measure41.51Unverified
10ContrieverV-Measure41.1Unverified
#ModelMetricClaimedVerifiedStatus
1G-BATAccuracy41.25Unverified
2BATAccuracy35.66Unverified
#ModelMetricClaimedVerifiedStatus
1Vector Space ModelRelated Headlines85Unverified