General scales unlock AI evaluation with explanatory and predictive power.
- DOI
- 10.1038/s41586-026-10303-2
- Published
- 2026 Apr
- Container
- Nature
- Publisher
- Not recorded
- Open access
- yes
Credibility signals
limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.1038/s41586-026-10303-2,
title = {General scales unlock AI evaluation with explanatory and predictive power.},
author = {Zhou L and Pacchiardi L and Martínez-Plumed F and Collins KM and Moros-Daval Y and Zhang S and Zhao Q and Huang Y and Sun L and Prunty JE and Li Z and Sánchez-García P and Jiang-Chen K and Casares PAM and Zu J and Burden J and Mehrbakhsh B and Stillwell D and Cebrian M and Wang J and Henderson P and Wu ST and Kyllonen PC and Cheke L and Xie X and Hernández-Orallo J},
year = {2026},
journal = {Nature},
doi = {10.1038/s41586-026-10303-2},
url = {https://doi.org/10.1038/s41586-026-10303-2}
}RIS
TY - JOUR TI - General scales unlock AI evaluation with explanatory and predictive power. AU - Zhou L AU - Pacchiardi L AU - Martínez-Plumed F AU - Collins KM AU - Moros-Daval Y AU - Zhang S AU - Zhao Q AU - Huang Y AU - Sun L AU - Prunty JE AU - Li Z AU - Sánchez-García P AU - Jiang-Chen K AU - Casares PAM AU - Zu J AU - Burden J AU - Mehrbakhsh B AU - Stillwell D AU - Cebrian M AU - Wang J AU - Henderson P AU - Wu ST AU - Kyllonen PC AU - Cheke L AU - Xie X AU - Hernández-Orallo J PY - 2026 JO - Nature DO - 10.1038/s41586-026-10303-2 UR - https://doi.org/10.1038/s41586-026-10303-2 ER -
APA
L, Z., L, P., F, M., KM, C., Y, M., S, Z., Q, Z., Y, H., L, S., JE, P., Z, L., P, S., K, J., PAM, C., J, Z., J, B., B, M., D, S., M, C., J, W., P, H., ST, W., PC, K., L, C., X, X., & J, H. (2026). General scales unlock AI evaluation with explanatory and predictive power.. Nature. https://doi.org/10.1038/s41586-026-10303-2
Source records
- pubmed · retrieved 2026-09-26T18:02:22.501Z