Report Generation on Private (test)
79.5BLEU-1EchoSonar-R†
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EchoSonar-R†Training Protocol=GRPO training2026.06 | 79.5 | 76.7 | 74 | 72.5 | 82.9 | 81.9 | 98.5 | 80 | 0.59 | 17.5 | 19.3 | 1.8 | |
| EchoSonar-R∗Training Protocol=SFT-only2026.06 | 79.2 | 76.2 | 73.6 | 72 | 82.6 | 81.5 | 98.5 | 79.6 | 0.602 | 17.9 | 19.8 | 1.9 | |
| EchoPrime2026.06 | 14.3 | 6.1 | 3.6 | 2.7 | 23.4 | 19.2 | 93.3 | 30.6 | 1.588 | 52.4 | 58.5 | 4.7 | |
| MedGemma2026.06 | 13.5 | 6.6 | 4.7 | 3.8 | 26 | 18.8 | 92.9 | 45.3 | 1.275 | 26 | 71.6 | 2.7 | |
| Chiron-o12026.06 | 12.5 | 3.9 | 2.3 | 1.9 | 19.7 | 18.5 | 93.1 | 35.8 | 1.502 | 47.5 | 61.3 | 4.4 | |
| Lingshu2026.06 | 9.9 | 3.1 | 1.6 | 1.1 | 23 | 16.2 | 92.7 | 49.1 | 1.193 | 32.1 | 63.3 | 1.5 | |
| Qwen3-VL2026.06 | 7.6 | 2.7 | 1.4 | 1 | 19.5 | 11.3 | 92.4 | 21.6 | 1.747 | 70.6 | 67.7 | 4.4 |