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EEG report generation on S0001 samples with clinical context

0.4823BLEU-1CELM
-0.012220.1161650.244550.372935Jan 29, 2026

Evaluation results

MethodLinks
CELMInput Setting=Unimodal + Text + EEG Features Input2026.010.48230.28310.55650.34580.46870.47020.86970.4734
CELM-SCCInput Setting=Unimodal + Text + EEG Features Input2026.010.33830.13450.38430.16510.26990.27320.79490.2889
Qwen3-4b-instruct-2507Input Setting=Unimodal + Text Only Input2026.010.27950.05930.30380.07630.18720.19160.79750.2418
Gemma-3-4b-itInput Setting=Unimodal + Text Only Input2026.010.23720.06410.28570.08210.18930.19290.79410.2147
Meta-llama-3-8b-instructInput Setting=Unimodal + Text Only Input2026.010.22490.0620.26730.07650.17580.17950.73920.1946
Llama-3.1-8b-instructInput Setting=Unimodal + Text Only Input2026.010.21280.05980.25110.07530.16890.17220.69940.1839
Qwen3-1.7bInput Setting=Unimodal + Text + EEG Features Input2026.010.20470.03310.20510.04220.12860.13170.60630.1683
Llama-3.1-8b-instructInput Setting=Unimodal + Text + EEG Features Input2026.010.2040.05080.21510.06170.14690.14990.6930.1844
Gemma-3n-e2b-itInput Setting=Unimodal + Text Only Input2026.010.19670.06410.2410.07020.16570.16870.78480.1875
Llama-3.2-3b-instructInput Setting=Unimodal + Text Only Input2026.010.19510.06250.22240.06690.15110.1550.71160.1843
Gemma-3-1b-itInput Setting=Unimodal + Text Only Input2026.010.18970.03510.21120.04310.13560.13810.64610.1567
Qwen3-4b-instruct-2507Input Setting=Unimodal + Text + EEG Features Input2026.010.18090.02880.20580.04020.12750.13030.72490.2067
Gemma-3n-e4b-itInput Setting=Unimodal + Text Only Input2026.010.17930.06420.24160.07630.16590.16870.78470.1816
Llama-3.2-3b-instructInput Setting=Unimodal + Text + EEG Features Input2026.010.16920.05280.18440.05430.12710.13420.64410.1751
Medgemma-4b-itInput Setting=Unimodal + Text + EEG Features Input2026.010.16180.04880.210.06110.14550.14820.61720.1529
Medgemma-4b-itInput Setting=Unimodal + Text Only Input2026.010.15020.04850.21960.06540.15690.15930.66830.1529
Qwen3-1.7bInput Setting=Unimodal + Text Only Input2026.010.13350.02130.13780.02850.08350.08550.38560.1102
Llama-3.2-1b-instructInput Setting=Unimodal + Text Only Input2026.010.03370.00590.09190.00530.06150.06290.5580.0529
Llama-3.2-1b-instructInput Setting=Unimodal + Text + EEG Features Input2026.010.0310.00530.0820.00370.05470.05560.49780.0473
Gemma-3n-e4b-itInput Setting=Unimodal + Text + EEG Features Input2026.010.01010.0020.03970.00140.02590.02620.24980.0231
Gemma-3-4b-itInput Setting=Unimodal + Text + EEG Features Input2026.010.00850.00250.00930.00320.00620.00650.02470.0078
Gemma-3n-e2b-itInput Setting=Unimodal + Text + EEG Features Input2026.010.00830.00290.01160.00320.0080.00830.04150.0088
Gemma-3-1b-itInput Setting=Unimodal + Text + EEG Features Input2026.010.00680.00190.00860.00220.00630.00640.03110.0064