Medical Coding on MDACE (test)
47Micro PrecisionRAG-Coding
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RAG-CodingLLM=GPT-4.1, Code space=≈ 70K codes2026.04 | 47 | 59 | 53 | 27 | 29 | 27 | |
| RAG-CodingLLM=GPT-5, Code space=≈ 70K codes2026.04 | 46 | 66 | 54 | 31 | 33 | 32 | |
| RAG-CodingLLM=GPT-4o, Code space=≈ 70K codes2026.04 | 42 | 48 | 45 | 21 | 22 | 20 | |
| CLHLLM=GPT-5, Code space=≈ 70K codes2026.04 | 40 | 55 | 46 | 24 | 26 | 24 | |
| MedCodERLLM=GPT-4o, Code space=≈ 70K codes2026.04 | 39 | 36 | 37 | 19 | 18 | 17 | |
| MedCodERLLM=GPT-5, Code space=≈ 70K codes2026.04 | 37 | 42 | 40 | 21 | 22 | 20 | |
| CLHLLM=GPT-4.1, Code space=≈ 70K codes2026.04 | 32 | 52 | 40 | 20 | 22 | 20 | |
| MedCodERLLM=GPT-4.1, Code space=≈ 70K codes2026.04 | 31 | 44 | 36 | 17 | 18 | 17 | |
| CLHLLM=GPT-4o, Code space=≈ 70K codes2026.04 | 29 | 47 | 36 | 18 | 19 | 18 | |
| Tree SearchLLM=GPT-5, Code space=≈ 70K codes2026.04 | 17 | 33 | 22 | 10 | 11 | 9 | |
| Tree SearchLLM=GPT-4o, Code space=≈ 70K codes2026.04 | 14 | 26 | 18 | 9 | 9 | 9 | |
| Tree SearchLLM=GPT-4.1, Code space=≈ 70K codes2026.04 | 11 | 22 | 15 | 8 | 8 | 7 |