Beyond Benchmarks: MathArena as an Evaluation Platform for Mathematics with LLMs
Paper • 2605.00674 • Published
Error code: JWTInvalidSignature
Exception: InvalidSignatureError
Message: Signature verification failed
Traceback: Traceback (most recent call last):
File "/src/libs/libapi/src/libapi/jwt_token.py", line 286, in validate_jwt
decoded = jwt.decode(
jwt=token,
...<2 lines>...
options=options,
)
File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 368, in decode
decoded = self.decode_complete(
jwt,
...<8 lines>...
leeway=leeway,
)
File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 265, in decode_complete
decoded = self._jws.decode_complete(
jwt,
...<3 lines>...
detached_payload=detached_payload,
)
File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 270, in decode_complete
self._verify_signature(
~~~~~~~~~~~~~~~~~~~~~~^
signing_input,
^^^^^^^^^^^^^^
...<4 lines>...
options=merged_options,
^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 417, in _verify_signature
raise InvalidSignatureError("Signature verification failed")
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This dataset contains training data generated from past ArXiv articles. They can be used to train models on research-level mathematical problems. The license of the dataset is cc-by-4.0, but each individual row has a different license depending on the source article, which should be respected by downstream users.
The dataset contains the following fields:
paper_id (str): Paper ID on arXiv of the source article.question (string): Problem statement, stored as LaTeX source.answer (string): Gold final answer.title (str): Title of the source article.authors (str): Authors of the source article.license (str): License of the source article. Users should respect the license when using the data.categories (str): Categories associated with the source articles.This dataset is licensed under CC BY 4.0. Individual rows are licensed under their own license. Please abide by the license when using the provided data.
@article{dekoninck2026matharena,
title={Beyond Benchmarks: MathArena as an Evaluation Platform for Mathematics with LLMs},
author={Jasper Dekoninck and Nikola Jovanović and Tim Gehrunger and Kári Rögnvaldsson and Ivo Petrov and Chenhao Sun and Martin Vechev},
year={2026},
eprint={2605.00674},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2605.00674},
}