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 51–75 of 123 papers

Title	Date	Tasks	Status
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
Contextual Text Block Detection towards Scene Text Understanding	Jul 26, 2022	text-classificationText Classification	—Unverified
Towards Responsible AI for Financial Transactions	Jun 6, 2022	ClusteringFairness	—Unverified
Clustering Similar Amendments at the Italian Senate	Jun 1, 2022	ClusteringManagement	CodeCode Available
Neural Topic Modeling with Deep Mutual Information Estimation	Mar 12, 2022	Mutual Information EstimationText Clustering	—Unverified
Subspace Co-clustering with Two-Way Graph Convolution	Feb 1, 2022	ClusteringImage Clustering	CodeCode Available
EASE: Entity-Aware Contrastive Learning of Sentence Embedding	Jan 16, 2022	ClusteringContrastive Learning	—Unverified
Semi-Supervised Clustering with Contrastive Learning for Discovering New Intents	Jan 7, 2022	ClusteringContrastive Learning	—Unverified
Task-Oriented Clustering for Dialogues	Nov 1, 2021	ClusteringDiversity	CodeCode Available
Representation Learning for Short Text Clustering	Sep 21, 2021	ClusteringRepresentation Learning	—Unverified
Translation Transformers Rediscover Inherent Data Domains	Sep 16, 2021	ClusteringDomain Adaptation	CodeCode Available
Hybrid Multisource Feature Fusion for the Text Clustering	Aug 24, 2021	ClusteringText Clustering	—Unverified
Localize, Group, and Select: Boosting Text-VQA by Scene Text Modeling	Aug 20, 2021	Data AblationOptical Character Recognition	—Unverified
Learn The Big Picture: Representation Learning for Clustering	Aug 1, 2021	ClusteringRepresentation Learning	CodeCode Available
Efficient Sparse Spherical k-Means for Document Clustering	Jul 30, 2021	ClusteringShort Text Clustering	CodeCode Available
Text Classification and Clustering with Annealing Soft Nearest Neighbor Loss	Jul 23, 2021	ClassificationClustering	—Unverified
Deep Clustering with Measure Propagation	Apr 18, 2021	ClusteringDeep Clustering	—Unverified
Cluster Analysis of Online Mental Health Discourse using Topic-Infused Deep Contextualized Representations	Apr 1, 2021	Text Clustering	—Unverified
Amharic Text Clustering Using Encyclopedic Knowledge with Neural Word Embedding	Mar 31, 2021	ClusteringText Clustering	—Unverified
Short Text Clustering with Transformers	Jan 31, 2021	ClusteringSentence	—Unverified
An Empirical Survey of Unsupervised Text Representation Methods on Twitter Data	Dec 7, 2020	ClusteringText Clustering	—Unverified
Unsupervised Fine-tuning for Text Clustering	Dec 1, 2020	Clusteringtext-classification	—Unverified
Neural Text Classification by Jointly Learning to Cluster and Align	Nov 24, 2020	ClassificationClustering	—Unverified
Self-supervised Document Clustering Based on BERT with Data Augment	Nov 17, 2020	ClusteringContrastive Learning	—Unverified
Unification of HDP and LDA Models for Optimal Topic Clustering of Subject Specific Question Banks	Oct 4, 2020	ClusteringText Clustering	—Unverified

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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