Dietary advice generation on CalorieBench 80K
0.65ROUGE-1Food-R1
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Food-R12026.06 | 0.65 | 0.39 | 0.49 | 0.49 | 0.32 | 0.4 | 0.93 | 0.93 | 0.93 | |
| FoodLMM-s1Protocol=LoRA fine-tuned, r=8, alpha=16, dropout=0.052026.06 | 0.63 | 0.34 | 0.44 | 0.44 | 0.22 | 0.27 | 0.92 | 0.91 | 0.91 | |
| InternVL3-8BProtocol=zero-shot2026.06 | 0.55 | 0.21 | 0.33 | 0.33 | 0.11 | 0.17 | 0.9 | 0.91 | 0.91 | |
| GPT-4o-miniProtocol=zero-shot2026.06 | 0.55 | 0.21 | 0.33 | 0.33 | 0.15 | 0.21 | 0.91 | 0.91 | 0.91 | |
| LLaVA-7BProtocol=zero-shot2026.06 | 0.52 | 0.19 | 0.3 | 0.3 | 0.06 | 0.09 | 0.89 | 0.89 | 0.89 | |
| Qwen3-VL-8BProtocol=zero-shot2026.06 | 0.47 | 0.13 | 0.25 | 0.25 | 0.04 | 0.05 | 0.87 | 0.88 | 0.88 | |
| Qwen2.5-VL-72BProtocol=zero-shot2026.06 | 0.45 | 0.17 | 0.29 | 0.29 | 0.07 | 0.07 | 0.89 | 0.88 | 0.88 | |
| Gemini-2.5-flashProtocol=zero-shot2026.06 | 0.42 | 0.13 | 0.24 | 0.24 | 0.06 | 0.1 | 0.86 | 0.85 | 0.85 | |
| FoodLMMProtocol=zero-shot2026.06 | 0.23 | 0.04 | 0.12 | 0.12 | 0.01 | 0.02 | 0.84 | 0.82 | 0.83 |