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 101–123 of 123 papers

Title	Date	Tasks	Status	Hype
A Method of Accounting Bigrams in Topic Models	Jun 1, 2015	Document SummarizationInformation Retrieval	—Unverified	0
Short Text Clustering via Convolutional Neural Networks	Jun 1, 2015	ClusteringShort Text Clustering	CodeCode Available	1
Towards a better understanding of Burrows's Delta in literary authorship attribution	Jun 1, 2015	Authorship AttributionText Clustering	—Unverified	0
Topic Models: Accounting Component Structure of Bigrams	May 1, 2015	Document SummarizationInformation Retrieval	—Unverified	0
Experimental Estimation of Number of Clusters Based on Cluster Quality	Mar 10, 2015	ClusteringText Clustering	—Unverified	0
LMSim : Computing Domain-specific Semantic Word Similarities Using a Language Modeling Approach	Dec 1, 2014	Information RetrievalLanguage Modeling	—Unverified	0
Notes on using Determinantal Point Processes for Clustering with Applications to Text Clustering	Oct 26, 2014	ClusteringPoint Processes	—Unverified	0
A Dirichlet Multinomial Mixture Model-based Approach for Short Text Clustering	Aug 1, 2014	ClusteringShort Text Clustering	—Unverified	0
A Comparative Study of Conversion Aided Methods for WordNet Sentence Textual Similarity	Aug 1, 2014	Document ClassificationMachine Translation	—Unverified	0
Thematic Cohesion: measuring terms discriminatory power toward themes	May 1, 2014	Opinion MiningRetrieval	—Unverified	0
Clustering tweets usingWikipedia concepts	May 1, 2014	ClusteringText Clustering	—Unverified	0
Combining Evaluation Metrics via the Unanimous Improvement Ratio and its Application to Clustering Tasks	Jan 18, 2014	ClusteringText Clustering	—Unverified	0
Which Clustering Do You Want? Inducing Your Ideal Clustering with Minimal Feedback	Jan 16, 2014	ClusteringText Clustering	—Unverified	0
Post-Retrieval Clustering Using Third-Order Similarity Measures	Aug 1, 2013	ClusteringRetrieval	—Unverified	0
A Symmetric Rank-one Quasi Newton Method for Non-negative Matrix Factorization	May 24, 2013	ClusteringDimensionality Reduction	—Unverified	0
Domain Based Punjabi Text Document Clustering	Dec 1, 2012	ClusteringText Clustering	—Unverified	0
Unsupervised Feature-Rich Clustering	Dec 1, 2012	ClusteringSentiment Analysis	—Unverified	0
A Template Based Hybrid Model for Chinese Personal Name Disambiguation	Dec 1, 2012	Text Clustering	—Unverified	0
Exploiting Discourse Relations between Sentences for Text Clustering	Dec 1, 2012	ClusteringQuestion Answering	—Unverified	0
Subgroup Detection in Ideological Discussions	Jul 1, 2012	Sentiment AnalysisText Clustering	—Unverified	0
A Weighting Scheme for Open Information Extraction	Jun 1, 2012	Open Information ExtractionRelation Extraction	—Unverified	0
QurSim: A corpus for evaluation of relatedness in short texts	May 1, 2012	Information RetrievalMachine Translation	—Unverified	0
CLTC: A Chinese-English Cross-lingual Topic Corpus	May 1, 2012	ArticlesClustering	—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