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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
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
Short Text Clustering with Transformers	Jan 31, 2021	ClusteringSentence	—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