Reasoning quality evaluation on Private (test)
4.98Answer AgreementEchoSonar-R
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EchoSonar-RTraining Strategy=GRPO training2026.06 | 4.98 | 4.98 | 4.99 | 5 | 5 | 4.99 | |
| EchoSonar-RTraining Strategy=SFT-only2026.06 | 4.96 | 4.97 | 5 | 5 | 5 | 4.99 | |
| Lingshu2026.06 | 4.02 | 4.58 | 4.29 | 4.68 | 4.7 | 4.45 | |
| Chiron-o12026.06 | 3.5 | 3.8 | 3.49 | 3.56 | 3.69 | 3.61 | |
| MedGemma2026.06 | 3.33 | 3.74 | 4.15 | 3.71 | 4.29 | 3.84 | |
| Qwen3-VL2026.06 | 3.29 | 3.73 | 4.77 | 3.31 | 4.96 | 4.01 |