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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 11–20 of 123 papers

Title	Date	Tasks	Status	Hype	Score
Enhancement of Short Text Clustering by Iterative Classification	Jan 31, 2020	ClassificationClustering	CodeCode Available	1	5
Supporting Clustering with Contrastive Learning	Mar 24, 2021	ClusteringContrastive Learning	CodeCode Available	1	5
Training Effective Neural Sentence Encoders from Automatically Mined Paraphrases	Jul 26, 2022	Language ModelingLanguage Modelling	CodeCode Available	1	5
Proposition-Level Clustering for Multi-Document Summarization	Dec 16, 2021	ClusteringDocument Summarization	CodeCode Available	1	5
Neural Topic Modeling with Bidirectional Adversarial Training	Apr 26, 2020	ClusteringText Clustering	CodeCode Available	1	5
EASE: Entity-Aware Contrastive Learning of Sentence Embedding	May 9, 2022	ClusteringContrastive Learning	CodeCode Available	1	5
Short Text Clustering via Convolutional Neural Networks	Jun 1, 2015	ClusteringShort Text Clustering	CodeCode Available	1	5
Guiding Sentiment Analysis with Hierarchical Text Clustering: Analyzing the German X/Twitter Discourse on Face Masks in the 2020 COVID-19 Pandemic	Aug 1, 2024	ClusteringData Visualization	CodeCode Available	0	5
Human-interpretable clustering of short-text using large language models	May 12, 2024	ClusteringShort Text Clustering	CodeCode Available	0	5
ELKI: A large open-source library for data analysis - ELKI Release 0.7.5 "Heidelberg"	Feb 10, 2019	BenchmarkingClustering	CodeCode Available	0	5

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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