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

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Showing 101–110 of 123 papers

Title	Date	Tasks	Status
Robust Multi-Relational Clustering via _1-Norm Symmetric Nonnegative Matrix Factorization	Jul 1, 2015	ClusteringText Clustering	—Unverified
A Method of Accounting Bigrams in Topic Models	Jun 1, 2015	Document SummarizationInformation Retrieval	—Unverified
Towards a better understanding of Burrows's Delta in literary authorship attribution	Jun 1, 2015	Authorship AttributionText Clustering	—Unverified
Topic Models: Accounting Component Structure of Bigrams	May 1, 2015	Document SummarizationInformation Retrieval	—Unverified
Experimental Estimation of Number of Clusters Based on Cluster Quality	Mar 10, 2015	ClusteringText Clustering	—Unverified
LMSim : Computing Domain-specific Semantic Word Similarities Using a Language Modeling Approach	Dec 1, 2014	Information RetrievalLanguage Modeling	—Unverified
Notes on using Determinantal Point Processes for Clustering with Applications to Text Clustering	Oct 26, 2014	ClusteringPoint Processes	—Unverified
A Comparative Study of Conversion Aided Methods for WordNet Sentence Textual Similarity	Aug 1, 2014	Document ClassificationMachine Translation	—Unverified
A Dirichlet Multinomial Mixture Model-based Approach for Short Text Clustering	Aug 1, 2014	ClusteringShort Text Clustering	—Unverified
Thematic Cohesion: measuring terms discriminatory power toward themes	May 1, 2014	Opinion MiningRetrieval	—Unverified

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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