@inproceedings{akyurek-etal-2026-prbench, title = "{PRB}ench: Large-Scale Expert Rubrics for Evaluating High-Stakes Professional Reasoning", author = {Aky{\"u}rek, Afra Feyza and Gosai, Advait and Zhang, Chen Bo Calvin and Gupta, Vipul and Jeong, Jaehwan and Gunjal, Anisha and Rabbani, Tahseen and Mazzone, Maria and IV, David Randolph and Meymand, Mohammad Mahmoudi and Chattha, Gurshaan and Rodriguez, Paula and Buendia, Diego A. Mares and Singh, Pavit and Liu, Michael and Chawla, Subodh and Cline, Peter and Ogaz, Lucy and Montoya, Ernesto Gabriel Hern{\'a}ndez and Wang, Zihao and Bhatter, Pavi and Ayestaran, Marcos and Liu, Bing and He, Yunzhong}, editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.1958/", pages = "42297--42325", ISBN = "979-8-89176-390-6" }