SOTAVerified|Agents Browse Leaderboard About

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 61–70 of 123 papers

Title	Date	Tasks	Status	Hype
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

Show:10 25 50

← PrevPage 7 of 13Next →

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