Medical Report Generation on CT-RATE
30.9BLEU-2SliceWorld
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SliceWorldLLM size=4B, Backbone LLM=Qwen3-4B2026.05 | 30.9 | 38.2 | — | — | — | 50.7 | — | 39.4 | 26 | 22.6 | 23 | 20.6 | — | |
| SliceWorldLLM size=3B, Backbone LLM=Ministral-3-3B2026.05 | 30.6 | 38 | — | — | — | 50.4 | — | 39 | 25.7 | 22.4 | 22.7 | 20.2 | — | |
| SliceWorldLLM size=2B, Backbone LLM=Qwen3-1.7B2026.05 | 30.4 | 37.7 | — | — | — | 50.1 | — | 38.7 | 25.4 | 22.2 | 22.4 | 20.1 | — | |
| S-LMRLLM size=2B2026.05 | 29.6 | 37 | — | — | — | 49.4 | — | 38.1 | 24.9 | 21.7 | 21.9 | 18.9 | — | |
| CT2Rep2026.05 | 29.2 | 36.2 | — | — | — | 48.7 | — | 37.2 | 24.4 | 21.3 | 19.7 | 16 | — | |
| CT-CHAT2026.04 | 29 | 35.6 | 87.5 | 21.5 | 65.2 | 35.8 | 15.8 | — | — | — | — | — | — | |
| CT2-CHATLLM size=8B2026.05 | 28.4 | 32.6 | — | — | — | 43.6 | — | 37.3 | 23.1 | 19.8 | 21.5 | 18.4 | — | |
| RadFMLLM size=14B2026.05 | 28 | 31.7 | — | — | — | 43.3 | — | 36.4 | 22.9 | 19.3 | 19.9 | 15.4 | — | |
| Med-FlamingoLLM size=9B2026.05 | 27.4 | 31.1 | — | — | — | 42.4 | — | 34.9 | 22.5 | 19 | 19.1 | 13.8 | — | |
| MedVInT-TDLLM size=7B2026.05 | 26.7 | 30.2 | — | — | — | 40.2 | — | 33.9 | 21.8 | 18.3 | 18.4 | 12.1 | — | |
| Hulu-Med2026.04 | 11.5 | 20 | 84.2 | 9.5 | 49.8 | 15.3 | 12.2 | — | — | — | — | — | — | |
| RadFM2026.04 | 4.1 | 12 | 80.6 | 2.3 | 40.7 | 3.2 | 4.4 | — | — | — | — | — | — | |
| R2GenGPTLLM=BioGPT-Large, No. of Parameters in LLM=1.6B2026.06 | — | — | — | — | 33.38 | — | — | — | — | — | — | — | 2.08 | |
| R2GenGPTLLM=LLaMA-3.2-1B-Instruct, No. of Parameters in LLM=1B2026.06 | — | — | — | — | 63.7 | — | — | — | — | — | — | — | 23.1 | |
| R2GenGPTLLM=LLaMA-2-7b-chat-hf, No. of Parameters in LLM=7B2026.06 | — | — | — | — | 67.46 | — | — | — | — | — | — | — | 27.83 | |
| RAD3D-PrefixLLM=LLaMA-3.2-1B, No. of Parameters in LLM=1B2026.06 | — | — | — | — | 68.3 | — | — | — | — | — | — | — | 28.84 |