Clinical Report Generation on S0002 (test)
0.4652BLEU-1CELM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CELMInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.4652 | 0.2666 | 0.5248 | 0.3271 | 0.4339 | 0.4339 | 0.799 | 0.439 | |
| CELM-SCCInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.2991 | 0.0912 | 0.3793 | 0.1378 | 0.2441 | 0.2441 | 0.8192 | 0.2574 | |
| Qwen3-4b-instruct-2507Input Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.226 | 0.0183 | 0.2315 | 0.0241 | 0.1162 | 0.1162 | 0.7418 | 0.179 | |
| Qwen3-1.7bInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.1772 | 0.0164 | 0.1819 | 0.0187 | 0.0982 | 0.0991 | 0.6265 | 0.1304 | |
| Gemma-3-4b-itInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.1699 | 0.0189 | 0.2557 | 0.0382 | 0.1341 | 0.1341 | 0.7875 | 0.1514 | |
| Llama-3.1-8b-instructInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.1556 | 0.016 | 0.209 | 0.0305 | 0.1142 | 0.1149 | 0.701 | 0.1298 | |
| Llama-3.2-3b-instructInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.1261 | 0.0125 | 0.1995 | 0.0304 | 0.1114 | 0.1141 | 0.7328 | 0.1214 | |
| Gemma-3-1b-itInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.1019 | 0.0105 | 0.1935 | 0.0185 | 0.1046 | 0.1046 | 0.6441 | 0.1052 | |
| Gemma-3n-e2b-itInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.0717 | 0.0089 | 0.2203 | 0.0331 | 0.1341 | 0.1346 | 0.7716 | 0.1116 | |
| Medgemma-4b-itInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.0559 | 0.0069 | 0.1591 | 0.0208 | 0.0917 | 0.0917 | 0.6073 | 0.082 | |
| Llama-3.2-1b-instructInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.0265 | 0.0033 | 0.1041 | 0.0109 | 0.0632 | 0.0632 | 0.6324 | 0.053 | |
| Gemma-3n-e4b-itInput Setting=Unimodal + Text + EEG Features, Evaluation Protocol=Zero-context2026.01 | 0.0058 | 0.0007 | 0.0127 | 0.0021 | 0.0072 | 0.0072 | 0.0471 | 0.0067 |