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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	Score
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	0	0
Notes on using Determinantal Point Processes for Clustering with Applications to Text Clustering	Oct 26, 2014	ClusteringPoint Processes	—Unverified	0	0
Post-Retrieval Clustering Using Third-Order Similarity Measures	Aug 1, 2013	ClusteringRetrieval	—Unverified	0	0
QurSim: A corpus for evaluation of relatedness in short texts	May 1, 2012	Information RetrievalMachine Translation	—Unverified	0	0
Representation Learning for Short Text Clustering	Sep 21, 2021	ClusteringRepresentation Learning	—Unverified	0	0
Robust Multi-Relational Clustering via _1-Norm Symmetric Nonnegative Matrix Factorization	Jul 1, 2015	ClusteringText Clustering	—Unverified	0	0
Self-supervised Document Clustering Based on BERT with Data Augment	Nov 17, 2020	ClusteringContrastive Learning	—Unverified	0	0
Semi-supervised Clustering for Short Text via Deep Representation Learning	Feb 22, 2016	ClusteringRepresentation Learning	—Unverified	0	0
Semi-Supervised Clustering with Contrastive Learning for Discovering New Intents	Jan 7, 2022	ClusteringContrastive Learning	—Unverified	0	0
Sequential Embedding Induced Text Clustering, a Non-parametric Bayesian Approach	Nov 29, 2018	ClusteringDecoder	—Unverified	0	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