entity · derived
Verifiers
Derived node: assembled mechanically from the claims carrying verifiers. A roster, not an adjudicated definition.
Every claim under this term
- 3128900-025 : Verifiers stake proportionally smaller amounts of reputation tokens than workers, because their higher reputation scores make them less likely to be malicious actors.
- 7598518-015 : Feng et al. (2025) show that verifier-selected synthetic data can prevent collapse, and the paper concedes the core of that result: verifier selection is an established remedy, and the oracle ceiling
- 7598518-016 : Yi et al. (2026) report that an imperfect external verifier drives the model toward the verifier's own knowledge center.
- 7598518-018 : Qiao et al. (2026) report that verifiers which see only fragmented slices of the reference can accelerate tail loss.