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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 11–20 of 123 papers

Title	Date	Tasks	Status	Hype
Short Text Clustering via Convolutional Neural Networks	Jun 1, 2015	ClusteringShort Text Clustering	CodeCode Available	1
Supporting Clustering with Contrastive Learning	Mar 24, 2021	ClusteringContrastive Learning	CodeCode Available	1
Robust Representation Learning with Reliable Pseudo-labels Generation via Self-Adaptive Optimal Transport for Short Text Clustering	May 23, 2023	ClusteringContrastive Learning	CodeCode Available	1
Proposition-Level Clustering for Multi-Document Summarization	Dec 16, 2021	ClusteringDocument Summarization	CodeCode Available	1
ClusterLLM: Large Language Models as a Guide for Text Clustering	May 24, 2023	ClusteringLanguage Modelling	CodeCode Available	1
ComStreamClust: a communicative multi-agent approach to text clustering in streaming data	Oct 11, 2020	ClusteringSemantic Similarity	CodeCode Available	1
Discovering New Intents with Deep Aligned Clustering	Dec 16, 2020	ClusteringOpen Intent Discovery	CodeCode Available	1
An Unsupervised Bayesian Modelling Approach for Storyline Detection on News Articles	Sep 1, 2015	ArticlesText Clustering	—Unverified	0
A Method of Accounting Bigrams in Topic Models	Jun 1, 2015	Document SummarizationInformation Retrieval	—Unverified	0
An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering	Jul 1, 2020	ClusteringShort Text Clustering	—Unverified	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