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ResearchFormerly WizWand

Text Classification on AGNews (Macro-F1)

88.86Macro-F1CANOLA
57.50465.644573.78581.9255May 22, 2025Jul 25, 2025Sep 27, 2025Nov 30, 2025Feb 2, 2026Apr 7, 2026Jun 10, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CANOLALabelling technique=Superv.2026.0688.86
CanolaLabeling technique=Superv.2026.0688.86
SiDyPLabelling technique=Superv.2026.0688.82
DCModel=Qwen, Shots=42025.0588.68
SCE-LossLabelling technique=Superv.2026.0688.18
Docta-VLabeling technique=Superv.2026.0688.12
Docta-RLabeling technique=Superv.2026.0688.12
OriginalLabeling technique=Superv.2026.0688.11
DivideMixLabelling technique=Superv.2026.0688.1
SELCLabeling technique=Superv.2026.0687.86
Co-TeachingLabelling technique=Superv.2026.0687.39
CanolaLabeling technique=Semi-Superv.2026.0687.39
OriginalLabeling technique=Semi-Superv.2026.0687.19
SiDyPLabeling technique=Semi-Superv.2026.0687.13
Docta-VLabeling technique=Semi-Superv.2026.0686.82
Docta-RLabeling technique=Semi-Superv.2026.0686.82
SiDyPLabeling technique=Superv.2026.0686.56
SELCLabeling technique=Semi-Superv.2026.0686.51
CCModel=Qwen, Shots=42025.0585.22
CanolaLabeling technique=Weak-Superv.2026.0683.29
CANOLALabelling technique=LLM2026.0682.33
CanolaLabeling technique=LLM2026.0682.33
DivideMixLabelling technique=LLM2026.0680.01
Base LLMModel=Mistral, Shots=42025.0579.28
OriginalLabeling technique=LLM2026.0678.62
SCE-LossLabelling technique=LLM2026.0678.37
SELCLabeling technique=LLM2026.0677.78
Base LLMModel=Llama, Shots=42025.0577.58
Docta-RLabeling technique=LLM2026.0675.83
Docta-VLabeling technique=LLM2026.0675.7
SCModel=Mistral, Shots=42025.0575.66
SiDyPLabeling technique=Weak-Superv.2026.0673.95
SCModel=Qwen, Shots=42025.0572.76
DCModel=Llama, Shots=42025.0572.1
SCModel=Llama, Shots=42025.0571.76
CCModel=Llama, Shots=42025.0571.01
BCModel=Qwen, Shots=42025.0570.14
Co-TeachingLabelling technique=LLM2026.0668.56
Docta-RLabeling technique=Weak-Superv.2026.0667.52
BCModel=Llama, Shots=42025.0566.06
Docta-VLabeling technique=Weak-Superv.2026.0665.93
SELCLabeling technique=Weak-Superv.2026.0665.69
CCModel=Mistral, Shots=42025.0563.47
DCModel=Mistral, Shots=42025.0563.29
BCModel=Mistral, Shots=42025.0562.81
Base LLMModel=Qwen, Shots=42025.0562.74
SiDyPLabelling technique=LLM2026.0662.06
SiDyPLabeling technique=LLM2026.0661.69
OriginalLabeling technique=Weak-Superv.2026.0658.71