Structured Recipe Generation on RECIPE-NLG pasta, rice, and sandwiches
31.9ROUGE-1 (R1)Qwen3-4B (Topo+Dice)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Qwen3-4B (Topo+Dice)Fine-tuning Status=Fine-tuned, Loss Function=Topo+Dice, Backbone=Qwen3-4B2026.01 | 31.9 | 90.99 | 57.59 | 65.09 | 47.09 | 67.89 | 61.95 | 30.49 | 34.09 | |
| Qwen3-4B (Topological)Fine-tuning Status=Fine-tuned, Loss Function=Topological, Backbone=Qwen3-4B2026.01 | 30.4 | 90.97 | 59.68 | 63.93 | 48.59 | 65.59 | 55.55 | 30.49 | 34.09 | |
| Qwen3-4B (Dice)Fine-tuning Status=Fine-tuned, Loss Function=Dice, Backbone=Qwen3-4B2026.01 | 29.87 | 90.49 | 50.59 | 57.44 | 44.9 | 74.58 | 59.68 | 31.09 | 35.08 | |
| Qwen3-4B (CE)Fine-tuning Status=Fine-tuned, Loss Function=Cross-Entropy (CE), Backbone=Qwen3-4B2026.01 | 27.3 | 88.78 | 45.09 | 50.94 | 35.98 | 61.93 | 52.09 | 37.83 | 39.48 | |
| Qwen3-4B (Focal)Fine-tuning Status=Fine-tuned, Loss Function=Focal, Backbone=Qwen3-4B2026.01 | 26.09 | 89.94 | 41.09 | 54.94 | 43.09 | 59.6 | 48.52 | 37.4 | 38.05 | |
| Qwen3-14BFine-tuning Status=NoFT2026.01 | 25.24 | 85.69 | 42.12 | 44.51 | 28.25 | 81.71 | 41.98 | 35.97 | 38.09 | |
| Qwen3-4BFine-tuning Status=NoFT2026.01 | 22.49 | 87.93 | 32.4 | 25.09 | 26.09 | 39.84 | 41.45 | 48.5 | 52.09 | |
| Gemini 2.0Fine-tuning Status=NoFT2026.01 | 15.08 | 88.5 | 43.8 | 44.51 | 37.47 | 76.88 | 36.92 | 36.21 | 48.6 |