| # Notice |
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| `wsp/grading.py` includes answer-extraction and grading code copied from the paper's harness |
| (`exp8_math/code/mathqa.py` in [RikiyaT/lm_understand-logs](https://github.com/RikiyaT/lm_understand-logs)), used under the MIT License: |
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| MIT License |
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| Copyright (c) 2026 the authors of "LLMs can understand and write neural network weights" |
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| 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: |
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| The above copyright notice and this permission notice shall be included in all copies or substantial portions of the |
| Software. |
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| 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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