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 1–25 of 123 papers

Title	Date	Tasks	Status	Hype
MTEB: Massive Text Embedding Benchmark	Oct 13, 2022	BenchmarkingInformation Retrieval	CodeCode Available	4
Text Clustering as Classification with LLMs	Sep 30, 2024	ClassificationClustering	CodeCode Available	1
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
DeepLens: Interactive Out-of-distribution Data Detection in NLP Models	Mar 2, 2023	Text Clustering	CodeCode Available	1
Training Effective Neural Sentence Encoders from Automatically Mined Paraphrases	Jul 26, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
EASE: Entity-Aware Contrastive Learning of Sentence Embedding	May 9, 2022	ClusteringContrastive Learning	CodeCode Available	1
Proposition-Level Clustering for Multi-Document Summarization	Jan 16, 2022	ClusteringDocument Summarization	CodeCode Available	1
Proposition-Level Clustering for Multi-Document Summarization	Dec 16, 2021	ClusteringDocument Summarization	CodeCode Available	1
Supporting Clustering with Contrastive Learning	Mar 24, 2021	ClusteringContrastive Learning	CodeCode Available	1
Discovering New Intents with Deep Aligned Clustering	Dec 16, 2020	ClusteringOpen Intent Discovery	CodeCode Available	1
ComStreamClust: a communicative multi-agent approach to text clustering in streaming data	Oct 11, 2020	ClusteringSemantic Similarity	CodeCode Available	1
Dissimilarity Mixture Autoencoder for Deep Clustering	Jun 15, 2020	ClusteringDeep Clustering	CodeCode Available	1
Neural Topic Modeling with Bidirectional Adversarial Training	Apr 26, 2020	ClusteringText Clustering	CodeCode Available	1
Enhancement of Short Text Clustering by Iterative Classification	Jan 31, 2020	ClassificationClustering	CodeCode Available	1
Short Text Clustering via Convolutional Neural Networks	Jun 1, 2015	ClusteringShort Text Clustering	CodeCode Available	1
CSE-SFP: Enabling Unsupervised Sentence Representation Learning via a Single Forward Pass	May 1, 2025	Contrastive LearningInformation Retrieval	CodeCode Available	0
Moving Past Single Metrics: Exploring Short-Text Clustering Across Multiple Resolutions	Feb 24, 2025	ClusteringInformativeness	—Unverified	0
Advanced Text Analytics -- Graph Neural Network for Fake News Detection in Social Media	Feb 22, 2025	ClusteringFake News Detection	—Unverified	0
k-LLMmeans: Scalable, Stable, and Interpretable Text Clustering via LLM-based Centroids	Feb 12, 2025	ClusteringText Clustering	—Unverified	0
Reliable Pseudo-labeling via Optimal Transport with Attention for Short Text Clustering	Jan 25, 2025	ClusteringContrastive Learning	CodeCode Available	0
Discriminative Representation learning via Attention-Enhanced Contrastive Learning for Short Text Clustering	Jan 7, 2025	ClusteringContrastive Learning	CodeCode Available	0
LITA: An Efficient LLM-assisted Iterative Topic Augmentation Framework	Dec 17, 2024	ClusteringSpecificity	—Unverified	0
Dial-In LLM: Human-Aligned LLM-in-the-loop Intent Clustering for Customer Service Dialogues	Dec 12, 2024	ClusteringCoherence Evaluation	—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