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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 61–70 of 123 papers

Title	Date	Tasks	Status	Hype
An end-to-end Neural Network Framework for Text Clustering	Mar 22, 2019	ClusteringRepresentation Learning	—Unverified	0
An enhanced Teaching-Learning-Based Optimization (TLBO) with Grey Wolf Optimizer (GWO) for text feature selection and clustering	Feb 19, 2024	ClusteringDimensionality Reduction	—Unverified	0
An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering	Jul 1, 2020	ClusteringShort Text Clustering	—Unverified	0
An Unsupervised Bayesian Modelling Approach for Storyline Detection on News Articles	Sep 1, 2015	ArticlesText Clustering	—Unverified	0
A Symmetric Rank-one Quasi Newton Method for Non-negative Matrix Factorization	May 24, 2013	ClusteringDimensionality Reduction	—Unverified	0
A Template Based Hybrid Model for Chinese Personal Name Disambiguation	Dec 1, 2012	Text Clustering	—Unverified	0
Attentive Representation Learning with Adversarial Training for Short Text Clustering	Dec 8, 2019	ClusteringInformation Retrieval	—Unverified	0
Semi-Supervised Clustering with Contrastive Learning for Discovering New Intents	Jan 7, 2022	ClusteringContrastive Learning	—Unverified	0
Sequential Embedding Induced Text Clustering, a Non-parametric Bayesian Approach	Nov 29, 2018	ClusteringDecoder	—Unverified	0
Short Text Clustering with Transformers	Jan 31, 2021	ClusteringSentence	—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