DSGym: A Holistic Framework for Evaluating and Training Data Science Agents
Paper • 2601.16344 • Published • 12
Datasets:
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The JWT signature verification failed. Check the signing key and the algorithm.
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")
jwt.exceptions.InvalidSignatureError: Signature verification failedNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
DSBio: Scientific Analysis Tasks
DSBio is a suite of 90 expert-derived bioinformatics tasks constructed from peer-reviewed academic publications and public scientific datasets.
These tasks are designed to evaluate whether agents can perform domain-grounded scientific analysis, including:
- Interpreting high-dimensional biological data (e.g., single-cell and spatial omics)
- Understanding domain-specific terminology and conventions
- Executing multi-step analytical workflows with specialized libraries
Attribution
If you use DSBio in academic work, please cite our paper:
@misc{nie2026dsgymholisticframeworkevaluating,
title={DSGym: A Holistic Framework for Evaluating and Training Data Science Agents},
author={Fan Nie and Junlin Wang and Harper Hua and Federico Bianchi and Yongchan Kwon and Zhenting Qi and Owen Queen and Shang Zhu and James Zou},
year={2026},
eprint={2601.16344},
archivePrefix={arXiv},
primaryClass={cs.AI},
url={https://arxiv.org/abs/2601.16344},
}
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