@article{deepresearchgymafreetransparentand, title = {DeepResearchGym: A Free, Transparent, and Reproducible Evaluation Sandbox for Deep Research}, author = {João Coelho and Jingjie Ning and Jingyuan He and Kangrui Mao and Abhijay Paladugu and Pranav Setlur and Jiahe Jin and Jamie Callan and João Magalhães and Bruno Martins and Chenyan Xiong}, year = {2025}, eprint = {2505.19253}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.19253v1}, }