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 91–100 of 123 papers

Title	Date	Tasks	Status
A Dirichlet Multinomial Mixture Model-based Approach for Short Text Clustering	Aug 1, 2014	ClusteringShort Text Clustering	—Unverified
Advanced Text Analytics -- Graph Neural Network for Fake News Detection in Social Media	Feb 22, 2025	ClusteringFake News Detection	—Unverified
A Graph-based Text Similarity Measure That Employs Named Entity Information	Sep 1, 2017	Clusteringnamed-entity-recognition	—Unverified
A Method of Accounting Bigrams in Topic Models	Jun 1, 2015	Document SummarizationInformation Retrieval	—Unverified
Amharic Text Clustering Using Encyclopedic Knowledge with Neural Word Embedding	Mar 31, 2021	ClusteringText Clustering	—Unverified
An Efficient and Explanatory Image and Text Clustering System with Multimodal Autoencoder Architecture	Aug 14, 2024	Text Clustering	—Unverified
An Empirical Survey of Unsupervised Text Representation Methods on Twitter Data	Dec 7, 2020	ClusteringText Clustering	—Unverified
An end-to-end Neural Network Framework for Text Clustering	Mar 22, 2019	ClusteringRepresentation Learning	—Unverified
An enhanced Teaching-Learning-Based Optimization (TLBO) with Grey Wolf Optimizer (GWO) for text feature selection and clustering	Feb 19, 2024	ClusteringDimensionality Reduction	—Unverified
An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering	Jul 1, 2020	ClusteringShort Text Clustering	—Unverified

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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