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 26–50 of 123 papers

Title	Date	Tasks	Status	Hype
Elastic deep autoencoder for text embedding clustering by an improved graph regularization	Sep 23, 2023	ClusteringDimensionality Reduction	—Unverified	0
Large Language Models Enable Few-Shot Clustering	Jul 2, 2023	ClusteringLanguage Modeling	CodeCode Available	1
ClusterLLM: Large Language Models as a Guide for Text Clustering	May 24, 2023	ClusteringLanguage Modelling	CodeCode Available	1
Robust Representation Learning with Reliable Pseudo-labels Generation via Self-Adaptive Optimal Transport for Short Text Clustering	May 23, 2023	ClusteringContrastive Learning	CodeCode Available	1
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
DeepLens: Interactive Out-of-distribution Data Detection in NLP Models	Mar 2, 2023	Text Clustering	CodeCode Available	1
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
MTEB: Massive Text Embedding Benchmark	Oct 13, 2022	BenchmarkingInformation Retrieval	CodeCode Available	4
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
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
Training Effective Neural Sentence Encoders from Automatically Mined Paraphrases	Jul 26, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
Contextual Text Block Detection towards Scene Text Understanding	Jul 26, 2022	text-classificationText Classification	—Unverified	0
Towards Responsible AI for Financial Transactions	Jun 6, 2022	ClusteringFairness	—Unverified	0
Clustering Similar Amendments at the Italian Senate	Jun 1, 2022	ClusteringManagement	CodeCode Available	0
EASE: Entity-Aware Contrastive Learning of Sentence Embedding	May 9, 2022	ClusteringContrastive Learning	CodeCode Available	1
Neural Topic Modeling with Deep Mutual Information Estimation	Mar 12, 2022	Mutual Information EstimationText Clustering	—Unverified	0
Subspace Co-clustering with Two-Way Graph Convolution	Feb 1, 2022	ClusteringImage Clustering	CodeCode Available	0
EASE: Entity-Aware Contrastive Learning of Sentence Embedding	Jan 16, 2022	ClusteringContrastive Learning	—Unverified	0
Proposition-Level Clustering for Multi-Document Summarization	Jan 16, 2022	ClusteringDocument Summarization	CodeCode Available	1
Semi-Supervised Clustering with Contrastive Learning for Discovering New Intents	Jan 7, 2022	ClusteringContrastive Learning	—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