Diagnostic Report Generation on MIMIC-CXR 14 (test)
16.5BLEU-4CPO++
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CPO++Category=Reinforced Reasoning2026.04 | 16.5 | 32.9 | 27.1 | 37.8 | 42.9 | 28.6 | 19.3 | |
| RadClawCategory=Multi-Agent2026.04 | 16.3 | 32.7 | 19 | 36.8 | — | — | — | |
| MedRAXVenue=ICML’25, Category=Multi-Agent2026.04 | 16 | 32.1 | 15.7 | 29.7 | — | — | — | |
| FiR-RadVenue=TMI’26, Category=Reinforced Reasoning2026.04 | 15.8 | 32.6 | 18.1 | — | — | — | — | |
| CPOVenue=NeurIPS’25, Category=Reinforced Reasoning2026.04 | 15.5 | 32.1 | 23.6 | 37.5 | 42.6 | 28.8 | 18.6 | |
| DPOVenue=NeurIPS’23, Category=Reinforced Reasoning2026.04 | 15.4 | 31.6 | 26 | 35.2 | 40.9 | 25.6 | 18.3 | |
| MPOVenue=AAAI’25, Category=Reinforced Reasoning2026.04 | 13.9 | 30.9 | 16.2 | — | 41.6 | 26.9 | 19.1 | |
| BoxMed-RLVenue=MIA’25, Category=Reinforced Reasoning2026.04 | 13.4 | 31.4 | 18 | — | 42.6 | 27.1 | 18.5 | |
| STREAMVenue=TMI’25, Category=Traditional2026.04 | 13.3 | 29.1 | 16.4 | 0 | — | — | — | |
| MambaXrayVenue=CVPR’25, Category=MLLMs-Based2026.04 | 13.3 | 28.9 | 16.7 | 24.1 | — | — | — | |
| STREAMVenue=TMI’25, Category=Traditional2026.04 | 13.3 | 29.1 | 16.4 | — | 42 | 26.7 | 18.4 | |
| MambaXrayVenue=CVPR‘25, Category=LLM-Based2026.04 | 13.3 | 28.9 | 16.7 | 24.1 | 42.2 | 26.8 | 18.4 | |
| DC-SGCVenue=TPAMI’25, Category=Traditional2026.04 | 12.9 | 29.1 | 16.4 | 34.2 | — | — | — | |
| DC-SGCVenue=TPAMI’25, Category=Traditional2026.04 | 12.9 | 29.1 | 16.4 | 34.2 | 38.7 | 25.1 | 17.7 | |
| BtspLLMVenue=AAAI’24, Category=MLLMs-Based2026.04 | 12.8 | 29.1 | 17.5 | — | — | — | — | |
| BtspLLMVenue=AAAI’24, Category=LLM-Based2026.04 | 12.8 | 29.1 | 17.5 | — | 40.2 | 26.2 | 18 | |
| R2GenGPTVenue=MetaRad’23, Category=MLLMs-Based2026.04 | 12.5 | 28.5 | 16.7 | 24.4 | — | — | — | |
| R2GenGPTVenue=MetaRad’23, Category=LLM-Based2026.04 | 12.5 | 28.5 | 16.7 | 24.4 | 40.8 | 25.6 | 17.4 | |
| METransformerVenue=CVPR’23, Category=Traditional2026.04 | 12.4 | 29.1 | 15.2 | 36.2 | — | — | — | |
| METransformerVenue=CVPR’23, Category=Traditional2026.04 | 12.4 | 29.1 | 15.2 | 36.2 | 38.6 | 25 | 16.9 | |
| GSKVenue=MIA’22, Category=Traditional2026.04 | 11.5 | 28.4 | — | 20.3 | — | — | — | |
| GSKVenue=MIA’22, Category=Traditional2026.04 | 11.5 | 28.4 | — | 20.3 | 36.3 | 22.8 | 15.6 | |
| PromptMRGVenue=AAAI’24, Category=MLLMs-Based2026.04 | 11.2 | 26.8 | 15.7 | — | — | — | — | |
| PromptMRGVenue=AAAI’24, Category=LLM-Based2026.04 | 11.2 | 26.8 | 15.7 | — | 39.8 | — | — | |
| DCLVenue=CVPR’23, Category=Traditional2026.04 | 10.9 | 28.4 | 15 | 28.1 | — | — | — | |
| Clinical-BERTVenue=AAAI’22, Category=Traditional2026.04 | 10.6 | 27.5 | 14.4 | 15.1 | — | — | — | |
| Clinical-BERTVenue=AAAI’22, Category=Traditional2026.04 | 10.6 | 27.5 | 14.4 | 15.1 | 38.3 | 23 | 15.1 |