Deep learning has enabled the decoding of language from intracranial brain recordings, but achieving this with non-invasive recordings remains an open challenge. Very recently and in an Open Access Publication (CC-BY 4.0 License), researchers from Meta-AI introduced a deep learning…
BINGO applies for a Sponsored Kaggle Competition!
We are pleased to share that we have submitted an application to host the BINGO Challenge as a sponsored competition on the Kaggle platform and are currently awaiting the outcome of the review process! If approved, this competition would invite…
Scientists aim to unveil the geometry of thought using LLMs
Language provides the most revealing window into the ways humans structure conceptual knowledge within cognitive maps. Harnessing this information has been difficult, given the challenge of reliably mapping words to mental concepts. Artificial Intelligence large language models (LLMs) now offer…
The BINGO EEG Datasets Are Now Live!
We are delighted to announce that the BINGO EEG datasets are now publicly available! After completing rigorous data collection and careful preprocessing, the BINGO team has released the full multi-session EEG dataset for imagined speech decoding. This release represents a…
Data Collection Complete for the BINGO EEG Dataset!
We’re thrilled to share a major milestone in the BINGO project: the data collection phase for the full EEG dataset is now complete! Over the course of the project, our research team worked with carefully recruited healthy participants across multiple…
Tracking Progress in Inner Speech Decoding with Deep Learning
Understanding how the brain encodes inner speech is a fascinating challenge with far-reaching implications for neuroscience, brain–computer interfaces, and assistive technologies. To help make sense of the fast-growing research in this area, we have launched a continuous literature review focused…
As Neurotechnology Expands, UNESCO Seeks Global Ethical Guardrails
Last month, representatives from around the world convened in Paris for a UNESCO-hosted conference to complete a proposed framework of ethical guidelines for the development and use of neurotechnologies. The discussions covered both implantable systems and non-invasive tools, which are…
Thinking in Two Languages: Inside the BINGO Cross-Linguistic Imagined Speech Protocol
At the core of BINGO’s methodological innovation lies its cross-linguistic imagined speech protocol, specifically designed to probe how the brain encodes language across different linguistic systems. The protocol was formulated around carefully selected pairs of Greek and English words that…
Join the Experiment: EEG Recordings in Full Swing at BINGO
EEG experiments within the BINGO project are currently in full swing, with data collection actively ongoing across both imagined speech paradigms: the NATO alphabet task and the cross-linguistic Greek–English protocol. Participants engage in carefully structured recording sessions designed to ensure…
BINGO Begins EEG Data Collection!
Today marks the official start of EEG data collection for the BINGO project — a significant step toward understanding how imagined speech can be decoded from neural activity. Our team has launched a series of structured recording sessions with healthy…











