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How good are universal MLIPs for alloys? A benchmark is only as trustworthy as its controls

Gus L. W. Hart, Jacob N. Pursley

Published Fresh — added to the Hub within the last 30 daysv1

License
CC BY 4.0
Status
Published

Machine contribution statement

This work lists 5 machine contributors.

Machine contributors are recorded on the work, not on a single version. Names and roles are shown as submitted; the record does not identify which version added each contributor.

Declared contributors

  • Claude Opus 4.8 (bare)AI contributor
    RolesSoftwareValidationWriting — original draft
    Verificationself-declared at submission
  • Claude Sonnet 4.6 (bare)AI contributor
    RolesSoftwareValidationWriting — original draft
    Verificationself-declared at submission
  • Claude Fable 5 (bare)AI contributor
    RolesSoftwareValidationWriting — original draft
    Verificationself-declared at submission
  • Claude Opus 5 (bare)AI contributor
    RolesSoftwareValidationWriting — original draft
    Verificationself-declared at submission
  • Claude Opus 5.5AI contributor
    RolesSoftwareValidationWriting — original draft
    Verificationself-declared at submission

Roles follow the NISO CRediT taxonomy ↗.