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	Score
Clustering Similar Amendments at the Italian Senate	Jun 1, 2022	ClusteringManagement	CodeCode Available	5
Reliable Pseudo-labeling via Optimal Transport with Attention for Short Text Clustering	Jan 25, 2025	ClusteringContrastive Learning	CodeCode Available	5
Self-Taught Convolutional Neural Networks for Short Text Clustering	Jan 1, 2017	ClusteringDimensionality Reduction	CodeCode Available	5
More Discriminative Sentence Embeddings via Semantic Graph Smoothing	Feb 20, 2024	ClusteringSentence	CodeCode Available	5
CSE-SFP: Enabling Unsupervised Sentence Representation Learning via a Single Forward Pass	May 1, 2025	Contrastive LearningInformation Retrieval	CodeCode Available	5
Learn The Big Picture: Representation Learning for Clustering	Aug 1, 2021	ClusteringRepresentation Learning	CodeCode Available	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	5
Human-interpretable clustering of short-text using large language models	May 12, 2024	ClusteringShort Text Clustering	CodeCode Available	5
A Self-Training Approach for Short Text Clustering	Aug 1, 2019	ClusteringDeep Clustering	CodeCode Available	5
ELKI: A large open-source library for data analysis - ELKI Release 0.7.5 "Heidelberg"	Feb 10, 2019	BenchmarkingClustering	CodeCode Available	5
Influence of various text embeddings on clustering performance in NLP	May 4, 2023	ClusteringText Clustering	CodeCode Available	5
NeurCAM: Interpretable Neural Clustering via Additive Models	Aug 23, 2024	Additive modelsClustering	CodeCode Available	5
Translation Transformers Rediscover Inherent Data Domains	Sep 16, 2021	ClusteringDomain Adaptation	CodeCode Available	5
ClusTop: An unsupervised and integrated text clustering and topic extraction framework	Jan 3, 2023	ClusteringDimensionality Reduction	—Unverified	0
Clustering tweets usingWikipedia concepts	May 1, 2014	ClusteringText Clustering	—Unverified	0
An Unsupervised Bayesian Modelling Approach for Storyline Detection on News Articles	Sep 1, 2015	ArticlesText Clustering	—Unverified	0
A Method of Accounting Bigrams in Topic Models	Jun 1, 2015	Document SummarizationInformation Retrieval	—Unverified	0
Clustering-Induced Generative Incomplete Image-Text Clustering (CIGIT-C)	Sep 28, 2022	ClusteringText Clustering	—Unverified	0
An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering	Jul 1, 2020	ClusteringShort Text Clustering	—Unverified	0
Cluster Analysis of Online Mental Health Discourse using Topic-Infused Deep Contextualized Representations	Apr 1, 2021	Text Clustering	—Unverified	0
Effects of Creativity and Cluster Tightness on Short Text Clustering Performance	Aug 1, 2016	ClusteringSemantic Textual Similarity	—Unverified	0
CLTC: A Chinese-English Cross-lingual Topic Corpus	May 1, 2012	ArticlesClustering	—Unverified	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
A Graph-based Text Similarity Measure That Employs Named Entity Information	Sep 1, 2017	Clusteringnamed-entity-recognition	—Unverified	0
AdapterSoup: Weight Averaging to Improve Generalization of Pretrained Language Models	Feb 14, 2023	ClusteringLanguage Modeling	—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