Skip to content
DraconiticResearch
Search Sources API
197,768 studies31 sourcesUpdated 11 min ago
PreprintLicence not statedChemRxiv

SKIER: A Scientific Skills Framework for Evidence-Grounded AI Reasoning

8 affiliations
  1. 1Berkeley Educational Alliance for Research in Singapore Center, University of California
  2. 2School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798
  3. 3School of Chemistry
  4. 4Monash University
  5. 5Department of Chemical and Biomolecular Engineering
  6. 6National University of Singapore
  7. 7Materials and Chemical Sciences Divisions
  8. 8Lawrence Berkeley National Laboratory and Department of Materials Science and Engineering, University of California

Related

  1. Mechanism-grounded fragmentation trees enable explicit chemical reasoning for electron ionization mass spectrum prediction
    Hongyan Sun, Shuofan Li, Quan Shi +3
    ChemRxivPreprintCC BYFull textPhysical chemistryChemRxiv
  2. Agentic AI for Scientific Reasoning in Autonomous Quantum Sensing Experiments
    Takuya Isogawa, Ryotaro Okabe, Nutdech Phadetsuwannukun +2
    arXiv (Cornell University)PreprintLicence not statedFull text9 citedMaterials & polymersOpenAlex
  3. Autonomous in-silico inorganic materials discovery via multi-agent physics-aware scientific reasoning
    Alireza Ghafarollahi, Markus J. Buehler
    npj Computational MaterialsPeer-reviewedCC BY-NC-ND 4.0Full text19 citedMaterials & polymersOpenAlexPMCEurope PMC
  4. How Chemical Evidence Shapes Mechanistic Reasoning and Prediction by Large Language Models: Fine-Grained Inference in Nucleoside-Derived Supramolecular Gelation
    Ying Wang, Xi Yu
    ChemRxivPreprintLicence not statedGeneral chemistryChemRxiv
  5. From Memorisation to Mechanistic Reasoning in Biochemistry with METAL: An Integrated Framework for Course Design
    Andreas Haraldsrud, Steven Wilson
    ChemRxivPreprintCC BYFull textGeneral chemistryChemRxiv
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  -