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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
Human-interpretable clustering of short-text using large language models	May 12, 2024	ClusteringShort Text Clustering	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
Efficient Sparse Spherical k-Means for Document Clustering	Jul 30, 2021	ClusteringShort Text Clustering	CodeCode Available	0	5
CSE-SFP: Enabling Unsupervised Sentence Representation Learning via a Single Forward Pass	May 1, 2025	Contrastive LearningInformation Retrieval	CodeCode Available	0	5
Influence of various text embeddings on clustering performance in NLP	May 4, 2023	ClusteringText Clustering	CodeCode Available	0	5
Reliable Pseudo-labeling via Optimal Transport with Attention for Short Text Clustering	Jan 25, 2025	ClusteringContrastive Learning	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

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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