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ResearchFormerly WizWand

Fairness Evaluation on UnQover

99.6ScoreSelf-Debias Offline + Self-Correction
10.607233.711156.81579.9189Sep 18, 2025Oct 21, 2025Nov 24, 2025Dec 28, 2025Jan 31, 2026Mar 6, 2026Apr 9, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Self-Debias Offline + Self-CorrectionOptimization Stage=Offline, Self-Correction=True2026.0499.6
Self-Debias Iter1Optimization Stage=Iter1, Self-Correction=False2026.0499.6
Self-Debias SFTOptimization Stage=SFT, Self-Correction=False2026.0499.5
Self-Debias SFT + Self-CorrectionOptimization Stage=SFT, Self-Correction=True2026.0499.5
Self-Debias OfflineOptimization Stage=Offline, Self-Correction=False2026.0499.5
Self-Debias Iter1 + Self-CorrectionOptimization Stage=Iter1, Self-Correction=True2026.0499.5
Self-Debias Iter2Optimization Stage=Iter2, Self-Correction=False2026.0499.5
Self-Debias Iter2 + Self-CorrectionOptimization Stage=Iter2, Self-Correction=True2026.0499.5
Qwen1.5-8BSelf-Correction=False2026.0497.3
Qwen2.5-7B-Instruct + Self-CorrectionSelf-Correction=True2026.0497
Qwen1.5-8B + Self-CorrectionSelf-Correction=True2026.0495.4
Qwen2.5-7B-InstructSelf-Correction=False2026.0493.9
DeepSeek-R1-Distill-Qwen-7BSelf-Correction=False2026.0483.9
DeepSeek-R1-Distill-Qwen-7B + Self-CorrectionSelf-Correction=True2026.0482.2
FairGPTQ-INT4Model=Qwen-3-8B2025.0977.76
FairGPTQ-INT4Model=Qwen-2.5-7B-Instruct2025.0973.55
Base-FP16Model=Qwen-2.5-7B-Instruct2025.0973.14
GPTQ-INT4Model=Qwen-2.5-7B-Instruct2025.0971.71
GPTQ-INT4Model=Qwen-3-8B2025.0970.06
Base-FP16Model=Qwen-3-8B2025.0966.7
FairGPTQ-INT4Model=Mistral-v0.3-7B-Instruct2025.0958.89
Llama-3.1-8B-Instruct + Self-CorrectionSelf-Correction=True2026.0457.8
FairGPTQ-INT4Model=OPT-6.7B2025.0936.27
Base-FP16Model=Mistral-v0.3-7B-Instruct2025.0935.58
Base-FP16Model=OPT-6.7B2025.0934.63
Llama-3.1-8B-InstructSelf-Correction=False2026.0433.5
GPTQ-INT4Model=Mistral-v0.3-7B-Instruct2025.0933.3
GPTQ-INT4Model=OPT-6.7B2025.0932.1
Base-FP16Model=LLaMA-3.1-8B-Instruct2025.0930.06
GPTQ-INT4Model=Mistral-v0.3-7B2025.0927.61
FairGPTQ-INT4Model=Mistral-v0.3-7B2025.0926.7
FairGPTQ-INT4Model=LLaMA-3.1-8B-Instruct2025.0926.66
Base-FP16Model=Mistral-v0.3-7B2025.0924.85
GPTQ-INT4Model=LLaMA-3.1-8B-Instruct2025.0914.03