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The 2025 PNPL Competition, its outcomes, and the LibriBrain dataset are documented in the following publications:

Competition Retrospective

Benchmarking Non-Invasive Speech BCIs: Lessons Learned from the 2025 PNPL Competition

Gereon Elvers, Gilad Landau, Francesco Mantegna, Miran Özdogan, Tasha Kim, Teyun Kwon, SungJun Cho, Benjamin Ballyk, Luisa Kurth, Dulhan Jayalath, Pratik Somaiya, Chetan Gohil, Brendan Shillingford, Greg Farquhar, Minqi Jiang, Caglar Gulcehre, Xabier de Zuazo, Hamza Abdelhedi, Yorguin Mantilla Ramos, Karim Jerbi, Mark Woolrich, Natalie Voets, Oiwi Parker Jones

Proceedings of Machine Learning Research (NeurIPS 2025 Competition Track), 2026

PDF
Competition Paper

The 2025 PNPL Competition: Speech Detection and Phoneme Classification in the LibriBrain Dataset

Gilad Landau, Miran Özdogan, Gereon Elvers, Francesco Mantegna, Pratik Somaiya, Dulhan Jayalath, Luisa Kurth, Teyun Kwon, Brendan Shillingford, Greg Farquhar, Minqi Jiang, Karim Jerbi, Hamza Abdelhedi, Yorguin Mantilla Ramos, Caglar Gulcehre, Mark Woolrich, Natalie Voets, Oiwi Parker Jones

NeurIPS 2025 Competition Track

ArXivPDF
Dataset Paper

LibriBrain: Over 50 Hours of Within-Subject MEG to Improve Speech Decoding Methods at Scale

Miran Özdogan, Gilad Landau, Gereon Elvers, Dulhan Jayalath, Pratik Somaiya, Francesco Mantegna, Mark Woolrich, Oiwi Parker Jones

arXiv preprint

ArXivPDF