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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 81–90 of 123 papers

Title	Date	Tasks	Status	Hype	Score
Towards Responsible AI for Financial Transactions	Jun 6, 2022	ClusteringFairness	—Unverified	0	0
TSDPMM: Incorporating Prior Topic Knowledge into Dirichlet Process Mixture Models for Text Clustering	Sep 1, 2015	ClusteringText Clustering	—Unverified	0	0
Unification of HDP and LDA Models for Optimal Topic Clustering of Subject Specific Question Banks	Oct 4, 2020	ClusteringText Clustering	—Unverified	0	0
Unsupervised Feature-Rich Clustering	Dec 1, 2012	ClusteringSentiment Analysis	—Unverified	0	0
Unsupervised Fine-tuning for Text Clustering	Dec 1, 2020	Clusteringtext-classification	—Unverified	0	0
Which Clustering Do You Want? Inducing Your Ideal Clustering with Minimal Feedback	Jan 16, 2014	ClusteringText Clustering	—Unverified	0	0
ZeroDL: Zero-shot Distribution Learning for Text Clustering via Large Language Models	Jun 19, 2024	ClusteringIn-Context Learning	—Unverified	0	0
Multilingual Short Text Responses Clustering for Mobile Educational Activities: a Preliminary Exploration	Jul 1, 2018	ClusteringShort Text Clustering	—Unverified	0	0
A Comparative Study of Conversion Aided Methods for WordNet Sentence Textual Similarity	Aug 1, 2014	Document ClassificationMachine Translation	—Unverified	0	0
AdapterSoup: Weight Averaging to Improve Generalization of Pretrained Language Models	Feb 14, 2023	ClusteringLanguage Modeling	—Unverified	0	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