Unverified50% confidenceOpinionExact time
The paper points out that the ceiling of distillation effectiveness is determined not only by the teacher's parameter scale, but more by the quality of the supervision signal at the edges of the distribution.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe privileged information's benefit to critic value prediction accuracy is stronger at the end of the response, while the self-teacher guidance signal exhibits a pattern of being strong at the beginning, decaying in the middle, and rising again at the end.69% similarUnverifiedOn-policy distillation applies teacher supervision on trajectories generated by the student itself, enabling better handling of the exposure bias problem.69% similarUnverifiedThe strength of Imprinting varies across teacher-student pairs and does not extend uniformly to all forms of safety behavior, indicating that behavioral transfer is selective and condition-dependent.64% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1037926API
curl https://kongchang.com/api/v1/knowledge/claims/1037926MCP
get_claim(id=1037926)