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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
TSDPMM: Incorporating Prior Topic Knowledge into Dirichlet Process Mixture Models for Text Clustering	Sep 1, 2015	ClusteringText Clustering	—Unverified	0
Unification of HDP and LDA Models for Optimal Topic Clustering of Subject Specific Question Banks	Oct 4, 2020	ClusteringText Clustering	—Unverified	0
Unsupervised Feature-Rich Clustering	Dec 1, 2012	ClusteringSentiment Analysis	—Unverified	0
Unsupervised Fine-tuning for Text Clustering	Dec 1, 2020	Clusteringtext-classification	—Unverified	0
Which Clustering Do You Want? Inducing Your Ideal Clustering with Minimal Feedback	Jan 16, 2014	ClusteringText Clustering	—Unverified	0
ZeroDL: Zero-shot Distribution Learning for Text Clustering via Large Language Models	Jun 19, 2024	ClusteringIn-Context Learning	—Unverified	0
Learning Thematic Similarity Metric from Article Sections Using Triplet Networks	Jul 1, 2018	ArticlesClustering	—Unverified	0
LITA: An Efficient LLM-assisted Iterative Topic Augmentation Framework	Dec 17, 2024	ClusteringSpecificity	—Unverified	0
LMSim : Computing Domain-specific Semantic Word Similarities Using a Language Modeling Approach	Dec 1, 2014	Information RetrievalLanguage Modeling	—Unverified	0
Localize, Group, and Select: Boosting Text-VQA by Scene Text Modeling	Aug 20, 2021	Data AblationOptical Character Recognition	—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