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 91–100 of 123 papers

Title	Date	Tasks	Status
Self-Taught Convolutional Neural Networks for Short Text Clustering	Jan 1, 2017	ClusteringDimensionality Reduction	CodeCode Available
DISCO: A System Leveraging Semantic Search in Document Review	Dec 1, 2016	ClusteringText Categorization	—Unverified
Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media	Dec 1, 2016	Feature EngineeringInformation Retrieval	—Unverified
Effects of Creativity and Cluster Tightness on Short Text Clustering Performance	Aug 1, 2016	ClusteringSemantic Textual Similarity	—Unverified
Accounting ngrams and multi-word terms can improve topic models	Aug 1, 2016	Information RetrievalText Clustering	—Unverified
Semi-supervised Clustering for Short Text via Deep Representation Learning	Feb 22, 2016	ClusteringRepresentation Learning	—Unverified
Clustering Urdu News Using Headlines	Sep 27, 2015	ClusteringInformation Retrieval	CodeCode Available
An Unsupervised Bayesian Modelling Approach for Storyline Detection on News Articles	Sep 1, 2015	ArticlesText Clustering	—Unverified
TSDPMM: Incorporating Prior Topic Knowledge into Dirichlet Process Mixture Models for Text Clustering	Sep 1, 2015	ClusteringText Clustering	—Unverified
News clustering approach based on discourse text structure	Jul 1, 2015	ClusteringText Clustering	—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