SOTAVerified|Agents Browse Leaderboard About Blog

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 31–40 of 123 papers

Title	Date	Tasks	Status	Hype	Score
Guiding Sentiment Analysis with Hierarchical Text Clustering: Analyzing the German X/Twitter Discourse on Face Masks in the 2020 COVID-19 Pandemic	Aug 1, 2024	ClusteringData Visualization	CodeCode Available	0	5
Discriminative Representation learning via Attention-Enhanced Contrastive Learning for Short Text Clustering	Jan 7, 2025	ClusteringContrastive Learning	CodeCode Available	0	5
A Self-Training Approach for Short Text Clustering	Aug 1, 2019	ClusteringDeep Clustering	CodeCode Available	0	5
Discovering New Intents via Constrained Deep Adaptive Clustering with Cluster Refinement	Nov 20, 2019	ClusteringOpen Intent Discovery	CodeCode Available	0	5
Learn The Big Picture: Representation Learning for Clustering	Aug 1, 2021	ClusteringRepresentation Learning	CodeCode Available	0	5
Self-Taught Convolutional Neural Networks for Short Text Clustering	Jan 1, 2017	ClusteringDimensionality Reduction	CodeCode Available	0	5
ClusTop: An unsupervised and integrated text clustering and topic extraction framework	Jan 3, 2023	ClusteringDimensionality Reduction	—Unverified	0	0
Clustering tweets usingWikipedia concepts	May 1, 2014	ClusteringText Clustering	—Unverified	0	0
An Unsupervised Bayesian Modelling Approach for Storyline Detection on News Articles	Sep 1, 2015	ArticlesText Clustering	—Unverified	0	0
A Method of Accounting Bigrams in Topic Models	Jun 1, 2015	Document SummarizationInformation Retrieval	—Unverified	0	0

Show:10 25 50

← PrevPage 4 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