Next-visit Laboratory (Lab) Prediction on MIMIC-IV
0.602Recall@5GRAIL (+Llama-3.1-8B-Instruct)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GRAIL (+Llama-3.1-8B-Instruct)LLM Backend=Llama-3.1-8B-Instruct2026.02 | 0.602 | 0.665 | 0.618 | |
| GRAIL (+Qwen3-8B)LLM Backend=Qwen3-8B2026.02 | 0.5 | 0.562 | 0.516 | |
| GRAIL (w.o. LLM backend)LLM Backend=None2026.02 | 0.295 | 0.354 | 0.308 | |
| Llama-3.1-70B-InstructZero-shot=True2026.02 | 0.143 | 0.179 | 0.151 | |
| Hyperbolic (no stitch)Geometry=Hyperbolic2026.02 | 0.082 | 0.138 | 0.092 | |
| Euclidean GRAILGeometry=Euclidean2026.02 | 0.078 | 0.131 | 0.088 | |
| Euclidean RAGGeometry=Euclidean2026.02 | 0.073 | 0.123 | 0.083 | |
| BEHRTModel Type=Sequential Baseline2026.02 | 0.061 | 0.109 | 0.071 | |
| Transformer (Eucl.)Geometry=Euclidean2026.02 | 0.058 | 0.103 | 0.067 | |
| RETAINModel Type=Sequential Baseline2026.02 | 0.055 | 0.098 | 0.064 | |
| Qwen3-8BZero-shot=True2026.02 | 0.039 | 0.072 | 0.046 | |
| Llama-3.1-8B-InstructZero-shot=True2026.02 | 0.037 | 0.07 | 0.044 |