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 101–123 of 123 papers

Title	Date	Tasks	Status
Representation Learning for Short Text Clustering	Sep 21, 2021	ClusteringRepresentation Learning	—Unverified
Robust Multi-Relational Clustering via _1-Norm Symmetric Nonnegative Matrix Factorization	Jul 1, 2015	ClusteringText Clustering	—Unverified
Human-interpretable clustering of short-text using large language models	May 12, 2024	ClusteringShort Text Clustering	CodeCode Available
Self-Taught Convolutional Neural Networks for Short Text Clustering	Jan 1, 2017	ClusteringDimensionality Reduction	CodeCode Available
NeurCAM: Interpretable Neural Clustering via Additive Models	Aug 23, 2024	Additive modelsClustering	CodeCode Available
Task-Oriented Clustering for Dialogues	Nov 1, 2021	ClusteringDiversity	CodeCode Available
A Self-Training Approach for Short Text Clustering	Aug 1, 2019	ClusteringDeep Clustering	CodeCode Available
Influence of various text embeddings on clustering performance in NLP	May 4, 2023	ClusteringText Clustering	CodeCode Available
Translation Transformers Rediscover Inherent Data Domains	Sep 16, 2021	ClusteringDomain Adaptation	CodeCode Available
On the Use of ArXiv as a Dataset	Apr 30, 2019	ArticlesAuthor Attribution	CodeCode Available
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
CSE-SFP: Enabling Unsupervised Sentence Representation Learning via a Single Forward Pass	May 1, 2025	Contrastive LearningInformation Retrieval	CodeCode Available
Learn The Big Picture: Representation Learning for Clustering	Aug 1, 2021	ClusteringRepresentation Learning	CodeCode Available
Discriminative Representation learning via Attention-Enhanced Contrastive Learning for Short Text Clustering	Jan 7, 2025	ClusteringContrastive Learning	CodeCode Available
Very Large Language Model as a Unified Methodology of Text Mining	Dec 19, 2022	ClusteringLanguage Modeling	CodeCode Available
Reliable Pseudo-labeling via Optimal Transport with Attention for Short Text Clustering	Jan 25, 2025	ClusteringContrastive Learning	CodeCode Available
More Discriminative Sentence Embeddings via Semantic Graph Smoothing	Feb 20, 2024	ClusteringSentence	CodeCode Available
Clustering Similar Amendments at the Italian Senate	Jun 1, 2022	ClusteringManagement	CodeCode Available
ELKI: A large open-source library for data analysis - ELKI Release 0.7.5 "Heidelberg"	Feb 10, 2019	BenchmarkingClustering	CodeCode Available
Subspace Co-clustering with Two-Way Graph Convolution	Feb 1, 2022	ClusteringImage Clustering	CodeCode Available
Discovering New Intents via Constrained Deep Adaptive Clustering with Cluster Refinement	Nov 20, 2019	ClusteringOpen Intent Discovery	CodeCode Available
Clustering Urdu News Using Headlines	Sep 27, 2015	ClusteringInformation Retrieval	CodeCode Available
Efficient Sparse Spherical k-Means for Document Clustering	Jul 30, 2021	ClusteringShort Text Clustering	CodeCode Available

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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