TY - RPRT TI - Towards philosophical reasoning with agentic LLMs: Socratic method for scientific assistance AU - Harb, Hassan [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000260163122) AU - Sun, Yunkai [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000180444936) AU - Unal, Mustafa [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000158294724) AU - Aggarwal, Abhishek [Argonne National Laboratory (ANL), Argonne, IL (United States); University of Illinois, Chicago, IL (United States)] (ORCID:0000000233426484) AU - Bissolotti, Chiara [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000330610144) AU - Buyuker, Isik Su [Argonne National Laboratory (ANL), Argonne, IL (United States); UL Research Institutes, Evanston, IL (United States)] (ORCID:0000000190588351) AU - Hong, Sungil [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000187290861) AU - Johnson, Luke R. [Argonne National Laboratory (ANL), Argonne, IL (United States)] AU - Jolaoso, Lateef [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000261171554) AU - Sengupta, Bratin [Argonne National Laboratory (ANL), Argonne, IL (United States); Northwestern University, Evanston, IL (United States)] (ORCID:0000000326945582) AU - Stuhr, Michael [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000245366060) AU - Yang, Zhenzhen [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000210733799) AU - Ingram, Brian J. [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000252197517) AU - Assary, Rajeev Surendran [Argonne National Laboratory (ANL), Argonne, IL (United States)] (ORCID:0000000295713307) PY - 2025 DO - 10.1088/2632-2153/ae277f UR - https://www.osti.gov/biblio/3363835 ID - 3363835 ER -