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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 51–60 of 123 papers

Title	Date	Tasks	Status	Hype	Score
ELKI: A large open-source library for data analysis - ELKI Release 0.7.5 "Heidelberg"	Feb 10, 2019	BenchmarkingClustering	—Unverified	0	0
AdapterSoup: Weight Averaging to Improve Generalization of Pretrained Language Models	Feb 14, 2023	ClusteringLanguage Modeling	—Unverified	0	0
EASE: Entity-Aware Contrastive Learning of Sentence Embedding	Jan 16, 2022	ClusteringContrastive Learning	—Unverified	0	0
Exploiting Discourse Relations between Sentences for Text Clustering	Dec 1, 2012	ClusteringQuestion Answering	—Unverified	0	0
Extracting Sentence Embeddings from Pretrained Transformer Models	Aug 15, 2024	ClusteringRetrieval-augmented Generation	—Unverified	0	0
Federated Learning for Short Text Clustering	Nov 23, 2023	ClusteringFederated Learning	—Unverified	0	0
Domain Based Punjabi Text Document Clustering	Dec 1, 2012	ClusteringText Clustering	—Unverified	0	0
Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media	Dec 1, 2016	Feature EngineeringInformation Retrieval	—Unverified	0	0
CEIL: A General Classification-Enhanced Iterative Learning Framework for Text Clustering	Apr 20, 2023	ClusteringDeep Clustering	—Unverified	0	0
An end-to-end Neural Network Framework for Text Clustering	Mar 22, 2019	ClusteringRepresentation Learning	—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