The 2025 PNPL Competition: Speech Detection and Phoneme Classification in the LibriBrain Dataset
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Abstract (arXiv)
The advance of speech decoding from non-invasive brain data holds the potential for profound societal impact. Among its most promising applications is the restoration of communication to paralysed individuals affected by speech deficits such as dysarthria, without the need for high-risk surgical interventions. The ultimate aim of the 2025 PNPL competition is to produce the conditions for an "ImageNet moment" or breakthrough in non-invasive neural decoding, by harnessing the collective power of the machine learning community. To facilitate this vision we present the largest within-subject MEG dataset recorded to date (LibriBrain) together with a user-friendly Python library (pnpl) for easy data access and integration with deep learning frameworks. For the competition we define two foundational tasks (i.e. Speech Detection and Phoneme Classification from brain data), complete with standardised data splits and evaluation metrics, illustrative benchmark models, online tutorial code, a community discussion board, and public leaderboard for submissions. To promote accessibility and participation the competition features a Standard track that emphasises algorithmic innovation, as well as an Extended track that is expected to reward larger-scale computing, accelerating progress toward a non-invasive brain-computer interface for speech.
Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). Builds on 14 of its 41 references that are in the map. First posted on arXiv 11 Jun 2025.
Builds on
14 of 41 references.
References · 14
- 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,305
- 2014ImageNet Large Scale Visual Recognition Challengecited by 8,498
- 2022Decoding speech perception from non-invasive brain recordingscited by 130
- 2016Achieving Human Parity in Conversational Speech Recognitioncited by 63
- 2024The Brain's Bitter Lesson: Scaling Speech Decoding With Self-Supervised Learningcited by 21
- 2025LibriBrain: Over 50 Hours of Within-Subject MEG to Improve Speech Decoding Methods at Scalecited by 20
- 2024MAD: Multi-Alignment MEG-to-Text Decodingcited by 15
- 2025Unlocking Non-Invasive Brain-to-Textcited by 15
- 2024Decoding individual words from non-invasive brain recordings across 723 participantscited by 13
- 2024NeuSpeech: Decode Neural signal as Speechcited by 11
- 2024Brain-to-Text Benchmark '24: Lessons Learnedcited by 8
- 2024NeuGPT: Unified multi-modal Neural GPTcited by 7
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Citing papers per year: 2025: 3; 2026: 14.
17 papers.
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- 2026MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Trainingcited by 7
- 2026LibriBrain100: One Hundred Hours of Broad and Deep MEG Data for Neural Speech Decoding at Scalecited by 5
- 2025MEGConformer: Conformer-Based MEG Decoder for Robust Speech and Phoneme Classificationcited by 4
- 2026Accurate Decoding of Natural Sentences from Non-Invasive Brain Recordingscited by 4
- 2025Elementary, My Dear Watson: Non-Invasive Neural Keyword Spotting in the LibriBrain Datasetcited by 3
- 2026A Common Measure of Communication for Speech Brain-Computer Interfacescited by 3
- 2026The 2026 PNPL Competition: Word Classification and Efficient Cross-Subject Generalisation in LibriBrain100cited by 2
- 2025MEGState: Phoneme Decoding from Magnetoencephalography Signalscited by 1
- 2026SHINE: Sequential Hierarchical Integration Network for EEG and MEGcited by 1
- 2026Brain-to-Language Decoding: Tasks, Signals, Methods, Evaluation, Practical Use and Beyondcited by 1
- 2026MEG-to-MEG Transfer Learning and Cross-Task Speech/Silence Detection with Limited Datacited by 0
- 2026MEBM-Phoneme: Multi-scale Enhanced BrainMagic for End-to-End MEG Phoneme Classificationcited by 0
5 more
- 2026MEBM-Speech: Multi-scale Enhanced BrainMagic for Robust MEG Speech Detectioncited by 0
- 2026Measuring Robustness of Speech Recognition from MEG Signals Under Distribution Shiftcited by 0
- 2026MindVoice: Reconstructing Intelligible Speech from Non-invasive Neural Signals with Pretrained Priorscited by 0
- 2026A Roadmap for MEG Foundation Modelscited by 0
- 2026Removing Timing Shortcuts Improves Non-Invasive Brain-to-Textcited by 0
- 2026Removing Timing Shortcuts Improves Non-Invasive Brain-to-Text30 Sep 2026
- 2026Brain-to-Language Decoding: Tasks, Signals, Methods, Evaluation, Practical Use and Beyond23 Sep 2026
- 2026A Roadmap for MEG Foundation Models3 Sep 2026
- 2026The 2026 PNPL Competition: Word Classification and Efficient Cross-Subject Generalisation in LibriBrain1003 Sep 2026
- 2026A Common Measure of Communication for Speech Brain-Computer Interfaces2 Sep 2026
- 2026LibriBrain100: One Hundred Hours of Broad and Deep MEG Data for Neural Speech Decoding at Scale25 Aug 2026
- 2026Accurate Decoding of Natural Sentences from Non-Invasive Brain Recordings29 Jun 2026
- 2026MindVoice: Reconstructing Intelligible Speech from Non-invasive Neural Signals with Pretrained Priors29 May 2026
- 2026Measuring Robustness of Speech Recognition from MEG Signals Under Distribution Shift5 Apr 2026
- 2026MEBM-Speech: Multi-scale Enhanced BrainMagic for Robust MEG Speech Detection27 Feb 2026
- 2026MEBM-Phoneme: Multi-scale Enhanced BrainMagic for End-to-End MEG Phoneme Classification27 Feb 2026
- 2026SHINE: Sequential Hierarchical Integration Network for EEG and MEG27 Feb 2026
5 more
- 2026MEG-to-MEG Transfer Learning and Cross-Task Speech/Silence Detection with Limited Data20 Feb 2026
- 2026MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training2 Feb 2026
- 2025MEGState: Phoneme Decoding from Magnetoencephalography Signals19 Dec 2025
- 2025MEGConformer: Conformer-Based MEG Decoder for Robust Speech and Phoneme Classification1 Dec 2025
- 2025Elementary, My Dear Watson: Non-Invasive Neural Keyword Spotting in the LibriBrain Dataset23 Oct 2025
- 2026MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Trainingcited by 7
- 2026LibriBrain100: One Hundred Hours of Broad and Deep MEG Data for Neural Speech Decoding at Scalecited by 5
- 2025MEGConformer: Conformer-Based MEG Decoder for Robust Speech and Phoneme Classificationcited by 4
- 2026Accurate Decoding of Natural Sentences from Non-Invasive Brain Recordingscited by 4
- 2025Elementary, My Dear Watson: Non-Invasive Neural Keyword Spotting in the LibriBrain Datasetcited by 3
- 2026A Common Measure of Communication for Speech Brain-Computer Interfacescited by 3
- 2026The 2026 PNPL Competition: Word Classification and Efficient Cross-Subject Generalisation in LibriBrain100cited by 2
- 2025MEGState: Phoneme Decoding from Magnetoencephalography Signalscited by 1
- 2026SHINE: Sequential Hierarchical Integration Network for EEG and MEGcited by 1
- 2026Brain-to-Language Decoding: Tasks, Signals, Methods, Evaluation, Practical Use and Beyondcited by 1
- 2026MEG-to-MEG Transfer Learning and Cross-Task Speech/Silence Detection with Limited Datacited by 0
- 2026MEBM-Phoneme: Multi-scale Enhanced BrainMagic for End-to-End MEG Phoneme Classificationcited by 0
12 most cited of 17 All 17 (JSON)
- 2026Removing Timing Shortcuts Improves Non-Invasive Brain-to-Text30 Sep 2026
- 2026Brain-to-Language Decoding: Tasks, Signals, Methods, Evaluation, Practical Use and Beyond23 Sep 2026
- 2026A Roadmap for MEG Foundation Models3 Sep 2026
- 2026The 2026 PNPL Competition: Word Classification and Efficient Cross-Subject Generalisation in LibriBrain1003 Sep 2026
- 2026A Common Measure of Communication for Speech Brain-Computer Interfaces2 Sep 2026
- 2026LibriBrain100: One Hundred Hours of Broad and Deep MEG Data for Neural Speech Decoding at Scale25 Aug 2026
- 2026Accurate Decoding of Natural Sentences from Non-Invasive Brain Recordings29 Jun 2026
- 2026MindVoice: Reconstructing Intelligible Speech from Non-invasive Neural Signals with Pretrained Priors29 May 2026
- 2026Measuring Robustness of Speech Recognition from MEG Signals Under Distribution Shift5 Apr 2026
- 2026MEBM-Speech: Multi-scale Enhanced BrainMagic for Robust MEG Speech Detection27 Feb 2026
- 2026MEBM-Phoneme: Multi-scale Enhanced BrainMagic for End-to-End MEG Phoneme Classification27 Feb 2026
- 2026SHINE: Sequential Hierarchical Integration Network for EEG and MEG27 Feb 2026
12 newest of 17 All 17 (JSON)