MANAS-1

NeuroDX announces India's first Brain Language Model, MANAS-1. Designed as a Foundation Model for EEGs, MANAS-1 demonstrates SOTA performance across various tasks in BCI and clinical applications. More details coming soon!

Benchmarking Results:

More benchmark results will be added soon.

EEG-Bench Results

These metrics were computed using the EEG-Bench codebase. MANAS-1 and REVE (reve-base) were finetuned with a flatten-MLP setup. Finetuning setups for LaBraM and NeuroGPT were used as present in the EEG-Bench codebase.

Dataset	REVE	MANAS-1	LaBraM	NeuroGPT
BCI-IV-2b	0.712 ± 0.01	0.723 ± 0.01	0.707 ± 0.02	0.709
Cho2017	0.526 ± 0.09	0.533 ± 0.02	0.504 ± 0.01	0.651 ± 0
BCI-IV-2a	0.434 ± 0.10	0.489 ± 0.03	0.303 ± 0.04	0.461 ± 0.00
Faller2012	0.566 ± 0.03	0.560 ± 0.01	0.542 ± 0.01	0.513
PhysioNet	0.348 ± 0.08	0.368 ± 0.01	0.284 ± 0.01	0.375 ± 0.00
Weibo2014	0.335 ± 0.04	0.321 ± 0.01	0.254 ± 0.02	0.303
Zhou2016	0.818 ± 0.16	0.865 ± 0.01	0.687 ± 0.19	0.834