This evidence synthesis examines transfer under compression in vision, language, and structured prediction. It argues that the appropriate object of evaluation is the trajectory from tokenization and draft generation through scoring, revisi...
This evidence synthesis examines compression and abstention in one-step students used in safety-sensitive workflows. It argues that the appropriate object of evaluation is the trajectory from tokenization and draft generation through scorin...
This evidence synthesis examines bias inheritance in student models trained from powerful teachers. It argues that the appropriate object of evaluation is the trajectory from tokenization and draft generation through scoring, revision, comp...
This evidence synthesis examines multi-path refinement in ambiguous source sentences. It argues that the appropriate object of evaluation is the trajectory from tokenization and draft generation through scoring, revision, compression, and r...
This evidence synthesis examines triggered revision in rare terminology and culturally specific expressions. It argues that the appropriate object of evaluation is the trajectory from tokenization and draft generation through scoring, revis...
This evidence synthesis examines evaluation incentives in probabilistic forecasts and threat labels. It argues that the appropriate object of evaluation is the chain from public signals and historical records to probability, label, action,...
