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Short-length Instruction Following on Lenctrl-Bench

4.99MAELARFT
1.749623.622345.49567.3677Feb 25, 2026

Evaluation results

MethodLinks
LARFTBase Model=Llama-3.2-3B-Instruct2026.024.9921.22
RLBase Model=Llama-3.2-3B-Instruct2026.025.4921.73
RLBase Model=Llama-3.1-8B-Instruct2026.026.5721.7
LARFTBase Model=Llama-3.1-8B-Instruct2026.026.9821.78
LARFTBase Model=Qwen2.5-7B-Instruct2026.02721.12
LARFTBase Model=Qwen2.5-3B-Instruct2026.027.7220.25
SFT+RLBase Model=Llama-3.2-3B-Instruct2026.028.5220.65
RLBase Model=Qwen2.5-7B-Instruct2026.029.0121.38
SFT+RLBase Model=Qwen2.5-7B-Instruct2026.029.7119.8
OriginBase Model=Llama-3.2-3B-Instruct2026.0211.8321.12
SFT+RLBase Model=Qwen2.5-3B-Instruct2026.0212.0920.01
OriginBase Model=Llama-3.1-8B-Instruct2026.0212.7421.59
RLBase Model=Qwen2.5-3B-Instruct2026.0213.9220.86
SFT+RLBase Model=Llama-3.1-8B-Instruct2026.0214.1917.91
OriginBase Model=Qwen2.5-7B-Instruct2026.0224.0119.9
OriginBase Model=Qwen2.5-3B-Instruct2026.0228.7618.08
SFTBase Model=Qwen2.5-3B-Instruct2026.0245.4416.87
SFTBase Model=Qwen2.5-7B-Instruct2026.0247.7717.85
SFTBase Model=Llama-3.2-3B-Instruct2026.0248.1617.54
PositionIDBase Model=Qwen2.5-7B-Instruct2026.025319.45
SFTBase Model=Llama-3.1-8B-Instruct2026.0254.417.02
PositionIDBase Model=Llama-3.1-8B-Instruct2026.0259.219.17
RulerBase Model=Qwen2.5-7B-Instruct2026.0265.419.4
PositionIDBase Model=Llama-3.2-3B-Instruct2026.0272.219.4
RulerBase Model=Llama-3.1-8B-Instruct2026.0273.819.66
RulerBase Model=Qwen2.5-3B-Instruct2026.0279.819.78
PositionIDBase Model=Qwen2.5-3B-Instruct2026.0284.919.17
RulerBase Model=Llama-3.2-3B-Instruct2026.028619.43