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
A Template Based Hybrid Model for Chinese Personal Name Disambiguation	Dec 1, 2012	Text Clustering	—Unverified
Attentive Representation Learning with Adversarial Training for Short Text Clustering	Dec 8, 2019	ClusteringInformation Retrieval	—Unverified
Automatic Construction of Multi-faceted User Profiles using Text Clustering and its Application to Expert Recommendation and Filtering Problems	Jan 19, 2024	Text Clusteringvalid	—Unverified
A Weighting Scheme for Open Information Extraction	Jun 1, 2012	Open Information ExtractionRelation Extraction	—Unverified
CEIL: A General Classification-Enhanced Iterative Learning Framework for Text Clustering	Apr 20, 2023	ClusteringDeep Clustering	—Unverified
Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media	Dec 1, 2016	Feature EngineeringInformation Retrieval	—Unverified
CLTC: A Chinese-English Cross-lingual Topic Corpus	May 1, 2012	ArticlesClustering	—Unverified
Cluster Analysis of Online Mental Health Discourse using Topic-Infused Deep Contextualized Representations	Apr 1, 2021	Text Clustering	—Unverified
Clustering-Induced Generative Incomplete Image-Text Clustering (CIGIT-C)	Sep 28, 2022	ClusteringText Clustering	—Unverified
Clustering tweets usingWikipedia concepts	May 1, 2014	ClusteringText Clustering	—Unverified
ClusTop: An unsupervised and integrated text clustering and topic extraction framework	Jan 3, 2023	ClusteringDimensionality Reduction	—Unverified
Combining Evaluation Metrics via the Unanimous Improvement Ratio and its Application to Clustering Tasks	Jan 18, 2014	ClusteringText Clustering	—Unverified
Context-Aware Clustering using Large Language Models	May 2, 2024	ClusteringLanguage Modeling	—Unverified
Contextual Text Block Detection towards Scene Text Understanding	Jul 26, 2022	text-classificationText Classification	—Unverified
Contrastive Learning Subspace for Text Clustering	Aug 26, 2024	ClusteringContrastive Learning	—Unverified
Deep Clustering with Measure Propagation	Apr 18, 2021	ClusteringDeep Clustering	—Unverified
Dial-In LLM: Human-Aligned LLM-in-the-loop Intent Clustering for Customer Service Dialogues	Dec 12, 2024	ClusteringCoherence Evaluation	—Unverified
DISCO: A System Leveraging Semantic Search in Document Review	Dec 1, 2016	ClusteringText Categorization	—Unverified
Domain Based Punjabi Text Document Clustering	Dec 1, 2012	ClusteringText Clustering	—Unverified
EASE: Entity-Aware Contrastive Learning of Sentence Embedding	Jan 16, 2022	ClusteringContrastive Learning	—Unverified
Effects of Creativity and Cluster Tightness on Short Text Clustering Performance	Aug 1, 2016	ClusteringSemantic Textual Similarity	—Unverified
Elastic deep autoencoder for text embedding clustering by an improved graph regularization	Sep 23, 2023	ClusteringDimensionality Reduction	—Unverified
Experimental Estimation of Number of Clusters Based on Cluster Quality	Mar 10, 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