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Distribution Alignment on Gender (US) - Real

0.068MAEKL-Optimized Fine-Tuning
0.057720.127110.19650.26589Apr 7, 2026

Evaluation results

MethodLinks
KL-Optimized Fine-TuningModel=Llama-3.2-1B-Instruct2026.040.068
KL-Optimized Fine-TuningModel=Qwen2.5-7B-Instruct2026.040.086
KL-Optimized Fine-TuningModel=Llama-3.1-8B-Instruct2026.040.108
Zero-shotModel=Qwen2.5-7B-Instruct2026.040.13
Zero-shotModel=Llama-3.1-8B-Instruct2026.040.131
IFTModel=Llama-3.1-8B-Instruct2026.040.147
DPOModel=Llama-3.1-8B-Instruct2026.040.147
PE-ExplicitModel=Qwen2.5-1.5B-Instruct2026.040.151
IFTModel=Qwen2.5-1.5B-Instruct2026.040.153
KL-Optimized Fine-TuningModel=Qwen2.5-1.5B-Instruct2026.040.158
Zero-shotModel=Qwen2.5-1.5B-Instruct2026.040.159
DPOModel=Llama-3.2-1B-Instruct2026.040.176
DPOModel=Qwen2.5-7B-Instruct2026.040.177
PE-ImplicitModel=Qwen2.5-1.5B-Instruct2026.040.178
PE-ImplicitModel=Qwen2.5-7B-Instruct2026.040.195
PE-ImplicitModel=Llama-3.1-8B-Instruct2026.040.212
PE-ExplicitModel=Llama-3.1-8B-Instruct2026.040.229
PE-ExplicitModel=Qwen2.5-7B-Instruct2026.040.231
IFTModel=Llama-3.2-1B-Instruct2026.040.237
DPOModel=Qwen2.5-1.5B-Instruct2026.040.242
IFTModel=Qwen2.5-7B-Instruct2026.040.247
Zero-shotModel=Llama-3.2-1B-Instruct2026.040.305
PE-ExplicitModel=Llama-3.2-1B-Instruct2026.040.31
PE-ImplicitModel=Llama-3.2-1B-Instruct2026.040.325