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 76–100 of 123 papers

Title	Date	Tasks	Status
Text Classification for Azerbaijani Language Using Machine Learning and Embedding	Dec 26, 2019	BIG-bench Machine LearningClassification	—Unverified
Attentive Representation Learning with Adversarial Training for Short Text Clustering	Dec 8, 2019	ClusteringInformation Retrieval	—Unverified
Discovering New Intents via Constrained Deep Adaptive Clustering with Cluster Refinement	Nov 20, 2019	ClusteringOpen Intent Discovery	CodeCode Available
Text Mining using Nonnegative Matrix Factorization and Latent Semantic Analysis	Nov 12, 2019	ClusteringMatrix Factorization / Decomposition	—Unverified
A Self-Training Approach for Short Text Clustering	Aug 1, 2019	ClusteringDeep Clustering	CodeCode Available
On the Use of ArXiv as a Dataset	Apr 30, 2019	ArticlesAuthor Attribution	CodeCode Available
An end-to-end Neural Network Framework for Text Clustering	Mar 22, 2019	ClusteringRepresentation Learning	—Unverified
Mutual Clustering on Comparative Texts via Heterogeneous Information Networks	Mar 9, 2019	ClusteringText Clustering	—Unverified
ELKI: A large open-source library for data analysis - ELKI Release 0.7.5 "Heidelberg"	Feb 10, 2019	BenchmarkingClustering	CodeCode Available
Sequential Embedding Induced Text Clustering, a Non-parametric Bayesian Approach	Nov 29, 2018	ClusteringDecoder	—Unverified
Multilingual Short Text Responses Clustering for Mobile Educational Activities: a Preliminary Exploration	Jul 1, 2018	ClusteringShort Text Clustering	—Unverified
Learning Thematic Similarity Metric from Article Sections Using Triplet Networks	Jul 1, 2018	ArticlesClustering	—Unverified
A Graph-based Text Similarity Measure That Employs Named Entity Information	Sep 1, 2017	Clusteringnamed-entity-recognition	—Unverified
Hybrid Clustering based on Content and Connection Structure using Joint Nonnegative Matrix Factorization	Mar 28, 2017	ClusteringGraph Clustering	—Unverified
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
Accounting ngrams and multi-word terms can improve topic models	Aug 1, 2016	Information RetrievalText Clustering	—Unverified
Effects of Creativity and Cluster Tightness on Short Text Clustering Performance	Aug 1, 2016	ClusteringSemantic Textual Similarity	—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
TSDPMM: Incorporating Prior Topic Knowledge into Dirichlet Process Mixture Models for Text Clustering	Sep 1, 2015	ClusteringText Clustering	—Unverified
An Unsupervised Bayesian Modelling Approach for Storyline Detection on News Articles	Sep 1, 2015	ArticlesText Clustering	—Unverified
News clustering approach based on discourse text structure	Jul 1, 2015	ClusteringText Clustering	—Unverified
Robust Multi-Relational Clustering via _1-Norm Symmetric Nonnegative Matrix Factorization	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