There's no standardized way to verify claims about model training data and methods.
Build a git-like system for documenting model provenance with cryptographic verification where possible.
Research institutions and journals would pay for credible documentation tools.
Start with simple claim/evidence structured forms.
Risk: Requires buy-in from major players to be impactful.