Natural Language Generation on BIMCV
40.2BLEU-1Astra
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Astra2026.05 | 40.2 | 30.32 | 25.36 | 22.06 | 39.88 | 19.68 | |
| HuluMedParameters=7B2026.05 | 34.7 | 26.18 | 21.99 | 19.11 | 33.69 | 17.03 | |
| HuluMedParameters=14B2026.05 | 34.66 | 26.15 | 21.97 | 19.08 | 33.74 | 17.02 | |
| HuluMedParameters=32B2026.05 | 34.6 | 26.13 | 21.95 | 19.07 | 33.7 | 17 | |
| LingshuParameters=32B2026.05 | 34.35 | 26.22 | 22.28 | 19.6 | 33.4 | 16.87 | |
| Qwen3-VLParameters=8B2026.05 | 32.72 | 25.45 | 21.98 | 19.57 | 36.55 | 16.95 | |
| LLaVA2026.05 | 32.24 | 25.67 | 22.2 | 19.74 | 41.46 | 18.04 | |
| M3D2026.05 | 29.57 | 23.46 | 20.38 | 18.16 | 35.9 | 16.9 | |
| Gemini-32026.05 | 27.49 | 21.96 | 19.09 | 16.99 | 39.03 | 17.22 | |
| RadFM2026.05 | 24.96 | 20.63 | 18.32 | 16.53 | 38.38 | 16.98 | |
| MedGemmaParameters=27B2026.05 | 22.47 | 19.09 | 17.21 | 15.77 | 40.37 | 16.96 | |
| R2GenGPT2026.05 | 21.16 | 17.9 | 16.13 | 14.78 | 44.33 | 18.35 | |
| LingshuParameters=7B2026.05 | 15.78 | 13.72 | 12.52 | 11.54 | 41.88 | 17.02 | |
| MedGemmaParameters=4B2026.05 | 11.41 | 10.28 | 9.56 | 8.94 | 43.5 | 17.32 |