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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 31–40 of 123 papers

Title	Date	Tasks	Status	Hype
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
ZeroDL: Zero-shot Distribution Learning for Text Clustering via Large Language Models	Jun 19, 2024	ClusteringIn-Context Learning	—Unverified	0
Human-interpretable clustering of short-text using large language models	May 12, 2024	ClusteringShort Text Clustering	CodeCode Available	0
Context-Aware Clustering using Large Language Models	May 2, 2024	ClusteringLanguage Modeling	—Unverified	0
Text clustering applied to data augmentation in legal contexts	Apr 8, 2024	ClassificationClustering	—Unverified	0
Text Clustering with Large Language Model Embeddings	Mar 22, 2024	ClusteringDimensionality Reduction	—Unverified	0
More Discriminative Sentence Embeddings via Semantic Graph Smoothing	Feb 20, 2024	ClusteringSentence	CodeCode Available	0
An enhanced Teaching-Learning-Based Optimization (TLBO) with Grey Wolf Optimizer (GWO) for text feature selection and clustering	Feb 19, 2024	ClusteringDimensionality Reduction	—Unverified	0
Automatic Construction of Multi-faceted User Profiles using Text Clustering and its Application to Expert Recommendation and Filtering Problems	Jan 19, 2024	Text Clusteringvalid	—Unverified	0
Incremental hierarchical text clustering methods: a review	Dec 12, 2023	ClusteringHierarchical Text Clustering	—Unverified	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