PreprintLicence not statedChemRxiv
SKIER: A Scientific Skills Framework for Evidence-Grounded AI Reasoning
8 affiliations
- 1Berkeley Educational Alliance for Research in Singapore Center, University of California
- 2School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798
- 3School of Chemistry
- 4Monash University
- 5Department of Chemical and Biomolecular Engineering
- 6National University of Singapore
- 7Materials and Chemical Sciences Divisions
- 8Lawrence Berkeley National Laboratory and Department of Materials Science and Engineering, University of California
Related
- Mechanism-grounded fragmentation trees enable explicit chemical reasoning for electron ionization mass spectrum prediction
- Agentic AI for Scientific Reasoning in Autonomous Quantum Sensing Experiments
- Autonomous in-silico inorganic materials discovery via multi-agent physics-aware scientific reasoning
- How Chemical Evidence Shapes Mechanistic Reasoning and Prediction by Large Language Models: Fine-Grained Inference in Nucleoside-Derived Supramolecular Gelation
- From Memorisation to Mechanistic Reasoning in Biochemistry with METAL: An Integrated Framework for Course Design
BibTeX
@misc{meng2026skier,
title = {{SKIER: A Scientific Skills Framework for Evidence-Grounded AI Reasoning}},
author = {Fanxu Meng and Wanyu Deng and Haiwen Dai and Zekun Ren and Hangjuan Ren and Yanwei Lum and Joel W. Ager and Kedar Hippalgaonkar},
howpublished = {ChemRxiv},
year = {2026},
month = oct,
doi = {10.26434/chemrxiv.15011257/v1},
url = {https://chemrxiv.org/doi/full/10.26434/chemrxiv.15011257/v1},
}
RIS
TY - UNPB
TI - SKIER: A Scientific Skills Framework for Evidence-Grounded AI Reasoning
AU - Fanxu Meng
AU - Wanyu Deng
AU - Haiwen Dai
AU - Zekun Ren
AU - Hangjuan Ren
AU - Yanwei Lum
AU - Joel W. Ager
AU - Kedar Hippalgaonkar
PY - 2026
DA - 2026/10/29
PB - ChemRxiv
DO - 10.26434/chemrxiv.15011257/v1
UR - https://chemrxiv.org/doi/full/10.26434/chemrxiv.15011257/v1
ER -