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 101–110 of 123 papers

Title	Date	Tasks	Status
Representation Learning for Short Text Clustering	Sep 21, 2021	ClusteringRepresentation Learning	—Unverified
Robust Multi-Relational Clustering via _1-Norm Symmetric Nonnegative Matrix Factorization	Jul 1, 2015	ClusteringText Clustering	—Unverified
Self-supervised Document Clustering Based on BERT with Data Augment	Nov 17, 2020	ClusteringContrastive Learning	—Unverified
Semi-supervised Clustering for Short Text via Deep Representation Learning	Feb 22, 2016	ClusteringRepresentation Learning	—Unverified
Influence of various text embeddings on clustering performance in NLP	May 4, 2023	ClusteringText Clustering	CodeCode Available
Discovering New Intents via Constrained Deep Adaptive Clustering with Cluster Refinement	Nov 20, 2019	ClusteringOpen Intent Discovery	CodeCode Available
Learn The Big Picture: Representation Learning for Clustering	Aug 1, 2021	ClusteringRepresentation Learning	CodeCode Available
Efficient Sparse Spherical k-Means for Document Clustering	Jul 30, 2021	ClusteringShort Text Clustering	CodeCode Available
Very Large Language Model as a Unified Methodology of Text Mining	Dec 19, 2022	ClusteringLanguage Modeling	CodeCode Available
Reliable Pseudo-labeling via Optimal Transport with Attention for Short Text Clustering	Jan 25, 2025	ClusteringContrastive Learning	CodeCode Available

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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