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	Score
MTEB: Massive Text Embedding Benchmark	Oct 13, 2022	BenchmarkingInformation Retrieval	CodeCode Available	4	5
ComStreamClust: a communicative multi-agent approach to text clustering in streaming data	Oct 11, 2020	ClusteringSemantic Similarity	CodeCode Available	1	5
Proposition-Level Clustering for Multi-Document Summarization	Jan 16, 2022	ClusteringDocument Summarization	CodeCode Available	1	5
Neural Topic Modeling with Bidirectional Adversarial Training	Apr 26, 2020	ClusteringText Clustering	CodeCode Available	1	5
Discovering New Intents with Deep Aligned Clustering	Dec 16, 2020	ClusteringOpen Intent Discovery	CodeCode Available	1	5
Supporting Clustering with Contrastive Learning	Mar 24, 2021	ClusteringContrastive Learning	CodeCode Available	1	5
Short Text Clustering via Convolutional Neural Networks	Jun 1, 2015	ClusteringShort Text Clustering	CodeCode Available	1	5
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	5
Text Clustering as Classification with LLMs	Sep 30, 2024	ClassificationClustering	CodeCode Available	1	5
Training Effective Neural Sentence Encoders from Automatically Mined Paraphrases	Jul 26, 2022	Language ModelingLanguage Modelling	CodeCode Available	1	5
Dissimilarity Mixture Autoencoder for Deep Clustering	Jun 15, 2020	ClusteringDeep Clustering	CodeCode Available	1	5
Large Language Models Enable Few-Shot Clustering	Jul 2, 2023	ClusteringLanguage Modeling	CodeCode Available	1	5
EASE: Entity-Aware Contrastive Learning of Sentence Embedding	May 9, 2022	ClusteringContrastive Learning	CodeCode Available	1	5
Proposition-Level Clustering for Multi-Document Summarization	Dec 16, 2021	ClusteringDocument Summarization	CodeCode Available	1	5
DeepLens: Interactive Out-of-distribution Data Detection in NLP Models	Mar 2, 2023	Text Clustering	CodeCode Available	1	5
Enhancement of Short Text Clustering by Iterative Classification	Jan 31, 2020	ClassificationClustering	CodeCode Available	1	5
ClusterLLM: Large Language Models as a Guide for Text Clustering	May 24, 2023	ClusteringLanguage Modelling	CodeCode Available	1	5
More Discriminative Sentence Embeddings via Semantic Graph Smoothing	Feb 20, 2024	ClusteringSentence	CodeCode Available	0	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
Influence of various text embeddings on clustering performance in NLP	May 4, 2023	ClusteringText Clustering	CodeCode Available	0	5
Learn The Big Picture: Representation Learning for Clustering	Aug 1, 2021	ClusteringRepresentation Learning	CodeCode Available	0	5
Efficient Sparse Spherical k-Means for Document Clustering	Jul 30, 2021	ClusteringShort Text Clustering	CodeCode Available	0	5
Discovering New Intents via Constrained Deep Adaptive Clustering with Cluster Refinement	Nov 20, 2019	ClusteringOpen Intent Discovery	CodeCode Available	0	5
Human-interpretable clustering of short-text using large language models	May 12, 2024	ClusteringShort Text Clustering	CodeCode Available	0	5
Discriminative Representation learning via Attention-Enhanced Contrastive Learning for Short Text Clustering	Jan 7, 2025	ClusteringContrastive Learning	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