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Short Text Clustering on AG News (test)

86.53AccuracyIterative Classification
42.090853.627965.16576.7021Jan 31, 2021Aug 24, 2021Mar 18, 2022Oct 10, 2022May 4, 2023Nov 26, 2023Jun 19, 2024

Evaluation results

MethodLinks
Iterative ClassificationClassifier=Logistic Regression, Clustering Stage=Iterative2021.0186.5365.99
Iterative ClassificationClassifier=RoBERTa, Clustering Stage=Iterative2021.0184.6462.69
ECICDescription=Ensemble Clustering with Transformers2021.0184.5259.07
GoldModel=Qwen-2.5-72b-it, Prompt Order=T-C2024.0683.9—
k-meansClustering Stage=Initial2021.0183.8761.88
KMeansModel=SBERT2024.0682.7—
GoldModel=Qwen-2.5-72b-it, Prompt Order=C-T2024.0681.3—
GoldModel=llama-3.1-8b-it, Prompt Order=T-C2024.0678.9—
ZeroDLModel=llama-3.1-8b-it, Prompt Order=T-C2024.0677.6—
ZeroDLModel=Qwen-2.5-72b-it, Prompt Order=T-C2024.0676.6—
IDASModel=Qwen-2.5-72b-it, Prompt Order=T-C2024.0676.4—
ZeroDLModel=Qwen-2.5-72b-it, Prompt Order=C-T2024.0671.3—
IDASModel=Qwen-2.5-72b-it, Prompt Order=C-T2024.0668.1—
IDASModel=llama-3.1-8b-it, Prompt Order=T-C2024.0667.7—
GoldModel=llama-3.1-8b-it, Prompt Order=C-T2024.0664.1—
IDASModel=llama-3.1-8b-it, Prompt Order=C-T2024.0655.4—
ZeroDLModel=llama-3.1-8b-it, Prompt Order=C-T2024.0654.5—
KMeansModel=TF-IDF2024.0643.8—