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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 41–50 of 123 papers

Title	Date	Tasks	Status	Hype
Federated Learning for Short Text Clustering	Nov 23, 2023	ClusteringFederated Learning	—Unverified	0
Elastic deep autoencoder for text embedding clustering by an improved graph regularization	Sep 23, 2023	ClusteringDimensionality Reduction	—Unverified	0
LACoS-BLOOM: Low-rank Adaptation with Contrastive objective on 8 bits Siamese-BLOOM	May 10, 2023	GPULanguage Modeling	—Unverified	0
Influence of various text embeddings on clustering performance in NLP	May 4, 2023	ClusteringText Clustering	CodeCode Available	0
CEIL: A General Classification-Enhanced Iterative Learning Framework for Text Clustering	Apr 20, 2023	ClusteringDeep Clustering	—Unverified	0
AdapterSoup: Weight Averaging to Improve Generalization of Pretrained Language Models	Feb 14, 2023	ClusteringLanguage Modeling	—Unverified	0
ClusTop: An unsupervised and integrated text clustering and topic extraction framework	Jan 3, 2023	ClusteringDimensionality Reduction	—Unverified	0
Very Large Language Model as a Unified Methodology of Text Mining	Dec 19, 2022	ClusteringLanguage Modeling	CodeCode Available	0
Improving Deep Embedded Clustering via Learning Cluster-level Representations	Oct 1, 2022	ClusteringContrastive Learning	—Unverified	0
Clustering-Induced Generative Incomplete Image-Text Clustering (CIGIT-C)	Sep 28, 2022	ClusteringText 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