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Copyright 2026 Ben Tang, Zachary Spalding, and Gregory B. Cogan
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What each license covers
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Source code and released model checkpoints are licensed under the Apache License,
Version 2.0. See LICENSE. The release attachment named LICENSE-WEIGHTS contains
the same Apache 2.0 license for standalone checkpoint downloads. The checkpoint
license covers:
mapa_vits384.pt
mapa_vits384_no_region.pt
mapa_vits384_no_relpos.pt
mapa_vits384_no_priors.pt
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Attribution
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The checkpoints were pretrained on the Brain Treebank dataset, released under
CC BY 4.0 at https://braintreebank.dev/. The dataset retains its own license.
Attribution for the pretraining data:
Christopher Wang, Adam Yaari, Aaditya K Singh, Vighnesh Subramaniam,
Dana Rosenfarb, Jan DeWitt, Pranav Misra, Joseph R Madsen, Scellig Stone,
Gabriel Kreiman, Boris Katz, Ignacio Cases, and Andrei Barbu.
Brain Treebank: Large-scale intracranial recordings from naturalistic
language stimuli. Advances in Neural Information Processing Systems 37
(NeurIPS 2024), Datasets and Benchmarks Track.
The evaluation follows Neuroprobe, https://github.com/insight-neuro/neuroprobe,
released under the MIT License, Copyright (c) 2025 Andrii Zahorodnii,
collaborators and contributors.
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Vendored Neuroprobe material
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mapa/data/_neuroprobe_lite_tables.py includes tables copied from Neuroprobe
commit c7b955b0a31464f4a5eec3f3bd78ff29841d61ac. The upstream license follows:
MIT License
Copyright (c) 2025 Andrii Zahorodnii, collaborators and contributors
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
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