SOTAVerified

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 51–100 of 123 papers

TitleStatusHype
An Efficient and Explanatory Image and Text Clustering System with Multimodal Autoencoder Architecture—0
An Empirical Survey of Unsupervised Text Representation Methods on Twitter Data—0
An end-to-end Neural Network Framework for Text Clustering—0
An enhanced Teaching-Learning-Based Optimization (TLBO) with Grey Wolf Optimizer (GWO) for text feature selection and clustering—0
An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering—0
An Unsupervised Bayesian Modelling Approach for Storyline Detection on News Articles—0
A Symmetric Rank-one Quasi Newton Method for Non-negative Matrix Factorization—0
A Template Based Hybrid Model for Chinese Personal Name Disambiguation—0
Attentive Representation Learning with Adversarial Training for Short Text Clustering—0
Self-supervised Document Clustering Based on BERT with Data Augment—0
Semi-supervised Clustering for Short Text via Deep Representation Learning—0
Semi-Supervised Clustering with Contrastive Learning for Discovering New Intents—0
Sequential Embedding Induced Text Clustering, a Non-parametric Bayesian Approach—0
Short Text Clustering with Transformers—0
Subgroup Detection in Ideological Discussions—0
Text Classification and Clustering with Annealing Soft Nearest Neighbor Loss—0
Text Classification for Azerbaijani Language Using Machine Learning and Embedding—0
Text clustering applied to data augmentation in legal contexts—0
Text Clustering with Large Language Model Embeddings—0
Text Mining using Nonnegative Matrix Factorization and Latent Semantic Analysis—0
Thematic Cohesion: measuring terms discriminatory power toward themes—0
Topic Models: Accounting Component Structure of Bigrams—0
Towards a better understanding of Burrows's Delta in literary authorship attribution—0
Towards Responsible AI for Financial Transactions—0
TSDPMM: Incorporating Prior Topic Knowledge into Dirichlet Process Mixture Models for Text Clustering—0
Unification of HDP and LDA Models for Optimal Topic Clustering of Subject Specific Question Banks—0
Unsupervised Feature-Rich Clustering—0
Unsupervised Fine-tuning for Text Clustering—0
Which Clustering Do You Want? Inducing Your Ideal Clustering with Minimal Feedback—0
ZeroDL: Zero-shot Distribution Learning for Text Clustering via Large Language Models—0
Hybrid Clustering based on Content and Connection Structure using Joint Nonnegative Matrix Factorization—0
Hybrid Multisource Feature Fusion for the Text Clustering—0
Improving Deep Embedded Clustering via Learning Cluster-level Representations—0
Incremental hierarchical text clustering methods: a review—0
k-LLMmeans: Scalable, Stable, and Interpretable Text Clustering via LLM-based Centroids—0
LACoS-BLOOM: Low-rank Adaptation with Contrastive objective on 8 bits Siamese-BLOOM—0
Learning Thematic Similarity Metric from Article Sections Using Triplet Networks—0
LITA: An Efficient LLM-assisted Iterative Topic Augmentation Framework—0
LMSim : Computing Domain-specific Semantic Word Similarities Using a Language Modeling Approach—0
Localize, Group, and Select: Boosting Text-VQA by Scene Text Modeling—0
Moving Past Single Metrics: Exploring Short-Text Clustering Across Multiple Resolutions—0
Accounting ngrams and multi-word terms can improve topic models—0
Mutual Clustering on Comparative Texts via Heterogeneous Information Networks—0
Neural Text Classification by Jointly Learning to Cluster and Align—0
Neural Topic Modeling with Deep Mutual Information Estimation—0
News clustering approach based on discourse text structure—0
No Pattern, No Recognition: a Survey about Reproducibility and Distortion Issues of Text Clustering and Topic Modeling—0
Notes on using Determinantal Point Processes for Clustering with Applications to Text Clustering—0
Post-Retrieval Clustering Using Third-Order Similarity Measures—0
QurSim: A corpus for evaluation of relatedness in short texts—0
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All datasetsMTEB20 NewsgroupsUrdu News Headlines Dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ST5-XXLV-Measure43.71—Unverified
2MPNetV-Measure43.69—Unverified
3GTR-XXLV-Measure42.42—Unverified
4MiniLM-L6V-Measure42.35—Unverified
5ST5-XLV-Measure42.34—Unverified
6MiniLM-L12V-Measure41.81—Unverified
7ST5-LargeV-Measure41.65—Unverified
8GTR-LargeV-Measure41.6—Unverified
9GTR-XLV-Measure41.51—Unverified
10ContrieverV-Measure41.1—Unverified
#ModelMetricClaimedVerifiedStatus
1G-BATAccuracy41.25—Unverified
2BATAccuracy35.66—Unverified
#ModelMetricClaimedVerifiedStatus
1Vector Space ModelRelated Headlines85—Unverified