Clinical Prediction on MIMIC-IV
64.34Acc@1LLM-as-RNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM-as-RNNLLM backbone=Gemma-3-27B2026.01 | 64.34 | 93.01 | |
| LLM-as-RNNLLM backbone=GPT-oss-120B2026.01 | 62.94 | 94.41 | |
| LLM-as-RNNLLM backbone=GPT-oss-20B2026.01 | 58.74 | 92.31 | |
| LLM-as-RNNLLM backbone=Llama-3.1-70B2026.01 | 58.04 | 95.1 | |
| LLM-as-RNNLLM backbone=Gemma-3-12B2026.01 | 55.94 | 91.61 | |
| LLM-as-RNNLLM backbone=Llama-3.1-8B2026.01 | 55.24 | 85.31 | |
| MemPromptLLM backbone=GPT-oss-120B2026.01 | 51.75 | 91.61 | |
| MemPromptLLM backbone=Gemma-3-27B2026.01 | 49.65 | 90.91 | |
| MemPromptLLM backbone=GPT-oss-20B2026.01 | 48.95 | 90.21 | |
| MemPromptLLM backbone=Gemma-3-12B2026.01 | 47.55 | 89.51 | |
| LLM-as-RNNLLM backbone=Gemma-3-4B2026.01 | 46.85 | 86.01 | |
| MemPromptLLM backbone=Llama-3.1-70B2026.01 | 46.15 | 92.31 | |
| LLM-as-RNNLLM backbone=Llama-3.2-3B2026.01 | 45.45 | 79.72 | |
| FHCLLM backbone=Gemma-3-27B2026.01 | 44.76 | 90.21 | |
| FHCLLM backbone=GPT-oss-120B2026.01 | 44.06 | 88.81 | |
| MemPromptLLM backbone=Llama-3.1-8B2026.01 | 43.36 | 84.62 | |
| MemPromptLLM backbone=Gemma-3-4B2026.01 | 41.96 | 83.92 | |
| FHCLLM backbone=Llama-3.1-70B2026.01 | 41.26 | 86.01 | |
| FHCLLM backbone=GPT-oss-20B2026.01 | 41.26 | 86.71 | |
| MemPromptLLM backbone=Llama-3.2-3B2026.01 | 41.26 | 79.02 | |
| FHCLLM backbone=Gemma-3-12B2026.01 | 40.56 | 86.01 | |
| Zero-shotLLM backbone=GPT-oss-120B2026.01 | 36.36 | 70.63 | |
| FHCLLM backbone=Gemma-3-4B2026.01 | 35.66 | 81.12 | |
| FHCLLM backbone=Llama-3.1-8B2026.01 | 34.97 | 83.92 | |
| LLM-as-RNNLLM backbone=Gemma-3-1B2026.01 | 34.97 | 76.22 | |
| Zero-shotLLM backbone=Gemma-3-27B2026.01 | 34.27 | 67.13 | |
| LLM-as-RNNLLM backbone=Llama-3.2-1B2026.01 | 34.27 | 75.52 | |
| Zero-shotLLM backbone=GPT-oss-20B2026.01 | 33.57 | 66.43 | |
| FHCLLM backbone=Llama-3.2-3B2026.01 | 33.57 | 75.52 | |
| Zero-shotLLM backbone=Llama-3.1-70B2026.01 | 32.87 | 65.03 | |
| MemPromptLLM backbone=Gemma-3-1B2026.01 | 32.17 | 72.73 | |
| MemPromptLLM backbone=Llama-3.2-1B2026.01 | 31.47 | 72.03 | |
| Zero-shotLLM backbone=Gemma-3-12B2026.01 | 29.37 | 60.14 | |
| Zero-shotLLM backbone=Llama-3.1-8B2026.01 | 27.97 | 55.94 | |
| FHCLLM backbone=Gemma-3-1B2026.01 | 25.87 | 65.03 | |
| FHCLLM backbone=Llama-3.2-1B2026.01 | 25.17 | 64.34 | |
| Zero-shotLLM backbone=Gemma-3-4B2026.01 | 22.38 | 51.75 | |
| Zero-shotLLM backbone=Llama-3.2-3B2026.01 | 19.58 | 45.45 | |
| Zero-shotLLM backbone=Gemma-3-1B2026.01 | 16.08 | 39.86 | |
| Zero-shotLLM backbone=Llama-3.2-1B2026.01 | 15.38 | 38.46 |