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Distribution Alignment on Gender UK Real

0.084MAEKL-Optimized Fine-Tuning
0.071760.154380.2370.31962Apr 7, 2026

Evaluation results

MethodLinks
KL-Optimized Fine-TuningModel=Qwen2.5-1.5B-Instruct2026.040.084
KL-Optimized Fine-TuningModel=Qwen2.5-7B-Instruct2026.040.093
KL-Optimized Fine-TuningModel=Llama-3.2-1B-Instruct2026.040.099
KL-Optimized Fine-TuningModel=Llama-3.1-8B-Instruct2026.040.114
IFTModel=Llama-3.2-1B-Instruct2026.040.119
IFTModel=Qwen2.5-1.5B-Instruct2026.040.122
PE-ExplicitModel=Qwen2.5-1.5B-Instruct2026.040.127
IFTModel=Llama-3.1-8B-Instruct2026.040.129
Zero-shotModel=Qwen2.5-7B-Instruct2026.040.132
IFTModel=Qwen2.5-7B-Instruct2026.040.144
Zero-shotModel=Llama-3.1-8B-Instruct2026.040.146
DPOModel=Llama-3.2-1B-Instruct2026.040.147
Zero-shotModel=Qwen2.5-1.5B-Instruct2026.040.176
DPOModel=Llama-3.1-8B-Instruct2026.040.178
DPOModel=Qwen2.5-7B-Instruct2026.040.193
PE-ExplicitModel=Qwen2.5-7B-Instruct2026.040.209
DPOModel=Qwen2.5-1.5B-Instruct2026.040.215
PE-ExplicitModel=Llama-3.1-8B-Instruct2026.040.22
PE-ImplicitModel=Qwen2.5-7B-Instruct2026.040.26
PE-ImplicitModel=Llama-3.1-8B-Instruct2026.040.284
Zero-shotModel=Llama-3.2-1B-Instruct2026.040.33
PE-ImplicitModel=Qwen2.5-1.5B-Instruct2026.040.355
PE-ImplicitModel=Llama-3.2-1B-Instruct2026.040.377
PE-ExplicitModel=Llama-3.2-1B-Instruct2026.040.39