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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
On the Use of ArXiv as a Dataset	Apr 30, 2019	ArticlesAuthor Attribution	CodeCode Available	0
An end-to-end Neural Network Framework for Text Clustering	Mar 22, 2019	ClusteringRepresentation Learning	—Unverified	0
Mutual Clustering on Comparative Texts via Heterogeneous Information Networks	Mar 9, 2019	ClusteringText Clustering	—Unverified	0
ELKI: A large open-source library for data analysis - ELKI Release 0.7.5 "Heidelberg"	Feb 10, 2019	BenchmarkingClustering	—Unverified	0
Sequential Embedding Induced Text Clustering, a Non-parametric Bayesian Approach	Nov 29, 2018	ClusteringDecoder	—Unverified	0
Multilingual Short Text Responses Clustering for Mobile Educational Activities: a Preliminary Exploration	Jul 1, 2018	ClusteringShort Text Clustering	—Unverified	0
Learning Thematic Similarity Metric from Article Sections Using Triplet Networks	Jul 1, 2018	ArticlesClustering	—Unverified	0
A Graph-based Text Similarity Measure That Employs Named Entity Information	Sep 1, 2017	Clusteringnamed-entity-recognition	—Unverified	0
Hybrid Clustering based on Content and Connection Structure using Joint Nonnegative Matrix Factorization	Mar 28, 2017	ClusteringGraph Clustering	—Unverified	0
Self-Taught Convolutional Neural Networks for Short Text Clustering	Jan 1, 2017	ClusteringDimensionality Reduction	CodeCode Available	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