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	Hype
Proposition-Level Clustering for Multi-Document Summarization	Dec 16, 2021	ClusteringDocument Summarization	CodeCode Available	1
Task-Oriented Clustering for Dialogues	Nov 1, 2021	ClusteringDiversity	CodeCode Available	0
Representation Learning for Short Text Clustering	Sep 21, 2021	ClusteringRepresentation Learning	—Unverified	0
Translation Transformers Rediscover Inherent Data Domains	Sep 16, 2021	ClusteringDomain Adaptation	CodeCode Available	0
Hybrid Multisource Feature Fusion for the Text Clustering	Aug 24, 2021	ClusteringText Clustering	—Unverified	0
Localize, Group, and Select: Boosting Text-VQA by Scene Text Modeling	Aug 20, 2021	Data AblationOptical Character Recognition	—Unverified	0
Learn The Big Picture: Representation Learning for Clustering	Aug 1, 2021	ClusteringRepresentation Learning	CodeCode Available	0
Efficient Sparse Spherical k-Means for Document Clustering	Jul 30, 2021	ClusteringShort Text Clustering	CodeCode Available	0
Text Classification and Clustering with Annealing Soft Nearest Neighbor Loss	Jul 23, 2021	ClassificationClustering	—Unverified	0
Deep Clustering with Measure Propagation	Apr 18, 2021	ClusteringDeep Clustering	—Unverified	0
Cluster Analysis of Online Mental Health Discourse using Topic-Infused Deep Contextualized Representations	Apr 1, 2021	Text Clustering	—Unverified	0
Amharic Text Clustering Using Encyclopedic Knowledge with Neural Word Embedding	Mar 31, 2021	ClusteringText Clustering	—Unverified	0
Supporting Clustering with Contrastive Learning	Mar 24, 2021	ClusteringContrastive Learning	CodeCode Available	1
Short Text Clustering with Transformers	Jan 31, 2021	ClusteringSentence	—Unverified	0
Discovering New Intents with Deep Aligned Clustering	Dec 16, 2020	ClusteringOpen Intent Discovery	CodeCode Available	1
An Empirical Survey of Unsupervised Text Representation Methods on Twitter Data	Dec 7, 2020	ClusteringText Clustering	—Unverified	0
Unsupervised Fine-tuning for Text Clustering	Dec 1, 2020	Clusteringtext-classification	—Unverified	0
Neural Text Classification by Jointly Learning to Cluster and Align	Nov 24, 2020	ClassificationClustering	—Unverified	0
Self-supervised Document Clustering Based on BERT with Data Augment	Nov 17, 2020	ClusteringContrastive Learning	—Unverified	0
ComStreamClust: a communicative multi-agent approach to text clustering in streaming data	Oct 11, 2020	ClusteringSemantic Similarity	CodeCode Available	1
Unification of HDP and LDA Models for Optimal Topic Clustering of Subject Specific Question Banks	Oct 4, 2020	ClusteringText Clustering	—Unverified	0
An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering	Jul 1, 2020	ClusteringShort Text Clustering	—Unverified	0
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

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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