Glucose level forecasting (PH = 3 hours) on AI-READI Avg across groups
24.15Mean Absolute Error (MAE)GlyLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GlyLLMBackbone=Llama3-Med42 (8B)2026.06 | 24.15 | 27.88 | |
| GlyLLMBackbone=Mistral (7B)2026.06 | 24.88 | 28.38 | |
| GlyLLMBackbone=Gemma-2 (2B)2026.06 | 26.33 | 30.49 | |
| CrossformerSetting=Transformer-based2026.06 | 28.44 | 32.29 | |
| Llama3-Med42 (8B)Setting=Zero-shot2026.06 | 28.63 | 35.49 | |
| PatchTSTSetting=Transformer-based2026.06 | 28.7 | 33.08 | |
| Mistral (7B)Setting=Zero-shot2026.06 | 29.66 | 35.09 | |
| iTransformerSetting=Transformer-based2026.06 | 29.79 | 33.07 | |
| Gemma-2 (2B)Setting=Zero-shot2026.06 | 30.63 | 35.02 | |
| Gemma-2 (2B)Setting=Few-shot2026.06 | 33.17 | 39.6 | |
| Mistral (7B)Setting=Few-shot2026.06 | 35.49 | 38.94 | |
| Llama3-Med42 (8B)Setting=Few-shot2026.06 | 38.26 | 40.2 |