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Dietary advice generation on CalorieBench 80K

0.65ROUGE-1Food-R1
0.21320.32660.440.5534Jun 3, 2026

Evaluation results

MethodLinks
Food-R12026.060.650.390.490.490.320.40.930.930.93
FoodLMM-s1Protocol=LoRA fine-tuned, r=8, alpha=16, dropout=0.052026.060.630.340.440.440.220.270.920.910.91
InternVL3-8BProtocol=zero-shot2026.060.550.210.330.330.110.170.90.910.91
GPT-4o-miniProtocol=zero-shot2026.060.550.210.330.330.150.210.910.910.91
LLaVA-7BProtocol=zero-shot2026.060.520.190.30.30.060.090.890.890.89
Qwen3-VL-8BProtocol=zero-shot2026.060.470.130.250.250.040.050.870.880.88
Qwen2.5-VL-72BProtocol=zero-shot2026.060.450.170.290.290.070.070.890.880.88
Gemini-2.5-flashProtocol=zero-shot2026.060.420.130.240.240.060.10.860.850.85
FoodLMMProtocol=zero-shot2026.060.230.040.120.120.010.020.840.820.83