Harb, Hassan https://orcid.org/0000-0002-6016-3122
Sun, Yunkai https://orcid.org/0000-0001-8044-4936
Unal, Mustafa https://orcid.org/0000-0001-5829-4724
Aggarwal, Abhishek https://orcid.org/0000-0002-3342-6484
Bissolotti, Chiara https://orcid.org/0000-0003-3061-0144
Buyuker, Isik Su https://orcid.org/0000-0001-9058-8351
Hong, Sungil https://orcid.org/0000-0001-8729-0861
Johnson, Luke R
Jolaoso, Lateef https://orcid.org/0000-0002-6117-1554
Sengupta, Bratin https://orcid.org/0000-0003-2694-5582
Stuhr, Michael https://orcid.org/0000-0002-4536-6060
Yang, Zhenzhen https://orcid.org/0000-0002-1073-3799
Ingram, Brian J https://orcid.org/0000-0002-5219-7517
Surendran Assary, Rajeev https://orcid.org/0000-0002-9571-3307
Funding for this research was provided by:
Argonne National Laboratory
Basic Energy Sciences (C-STEEL)
Article Title: Towards philosophical reasoning with agentic LLMs: Socratic method for scientific assistance
Journal Title: Machine Learning: Science and Technology
Article Type: paper
Copyright Information: © 2025 Argonne National Laboratory. Published by IOP Publishing Ltd
Publication dates
Date Received: 2025-08-04
Date Accepted: 2025-12-03
Online publication date: 2025-12-24