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
Moving Past Single Metrics: Exploring Short-Text Clustering Across Multiple Resolutions	Feb 24, 2025	ClusteringInformativeness	—Unverified
Accounting ngrams and multi-word terms can improve topic models	Aug 1, 2016	Information RetrievalText Clustering	—Unverified
Mutual Clustering on Comparative Texts via Heterogeneous Information Networks	Mar 9, 2019	ClusteringText Clustering	—Unverified
Neural Text Classification by Jointly Learning to Cluster and Align	Nov 24, 2020	ClassificationClustering	—Unverified
Neural Topic Modeling with Deep Mutual Information Estimation	Mar 12, 2022	Mutual Information EstimationText Clustering	—Unverified
News clustering approach based on discourse text structure	Jul 1, 2015	ClusteringText Clustering	—Unverified
No Pattern, No Recognition: a Survey about Reproducibility and Distortion Issues of Text Clustering and Topic Modeling	Aug 2, 2022	BIG-bench Machine LearningClustering	—Unverified
Notes on using Determinantal Point Processes for Clustering with Applications to Text Clustering	Oct 26, 2014	ClusteringPoint Processes	—Unverified
Post-Retrieval Clustering Using Third-Order Similarity Measures	Aug 1, 2013	ClusteringRetrieval	—Unverified
QurSim: A corpus for evaluation of relatedness in short texts	May 1, 2012	Information RetrievalMachine Translation	—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