SOTAVerified|Agents Browse Leaderboard About

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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 71–80 of 123 papers

Title	Date	Tasks	Status	Hype	Score
Short Text Clustering with Transformers	Jan 31, 2021	ClusteringSentence	—Unverified	0	0
Subgroup Detection in Ideological Discussions	Jul 1, 2012	Sentiment AnalysisText Clustering	—Unverified	0	0
Text Classification and Clustering with Annealing Soft Nearest Neighbor Loss	Jul 23, 2021	ClassificationClustering	—Unverified	0	0
Text Classification for Azerbaijani Language Using Machine Learning and Embedding	Dec 26, 2019	BIG-bench Machine LearningClassification	—Unverified	0	0
Text clustering applied to data augmentation in legal contexts	Apr 8, 2024	ClassificationClustering	—Unverified	0	0
Text Clustering with Large Language Model Embeddings	Mar 22, 2024	ClusteringDimensionality Reduction	—Unverified	0	0
Text Mining using Nonnegative Matrix Factorization and Latent Semantic Analysis	Nov 12, 2019	ClusteringMatrix Factorization / Decomposition	—Unverified	0	0
Thematic Cohesion: measuring terms discriminatory power toward themes	May 1, 2014	Opinion MiningRetrieval	—Unverified	0	0
Topic Models: Accounting Component Structure of Bigrams	May 1, 2015	Document SummarizationInformation Retrieval	—Unverified	0	0
Towards a better understanding of Burrows's Delta in literary authorship attribution	Jun 1, 2015	Authorship AttributionText Clustering	—Unverified	0	0

Show:10 25 50

← PrevPage 8 of 13Next →

All datasets MTEB 20 Newsgroups Urdu News Headlines Dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ST5-XXL	V-Measure	43.71	—	Unverified
2	MPNet	V-Measure	43.69	—	Unverified
3	GTR-XXL	V-Measure	42.42	—	Unverified
4	MiniLM-L6	V-Measure	42.35	—	Unverified
5	ST5-XL	V-Measure	42.34	—	Unverified
6	MiniLM-L12	V-Measure	41.81	—	Unverified
7	ST5-Large	V-Measure	41.65	—	Unverified
8	GTR-Large	V-Measure	41.6	—	Unverified
9	GTR-XL	V-Measure	41.51	—	Unverified
10	Contriever	V-Measure	41.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	G-BAT	Accuracy	41.25	—	Unverified
2	BAT	Accuracy	35.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Vector Space Model	Related Headlines	85	—	Unverified