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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 123 papers

TitleStatusHype
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