Unverified50% confidenceSolutionExact time
The author recommends that model fusion should route by structure rather than averaging, and should not allow a high-confidence generalist model to act as the judge.
1
Sources
50%
Confidence
Long-term
Relevance
9/21/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedDomain-specific alignment in scientific research cannot be achieved through simple prompt engineering, but requires adaptation at the foundational level of model capabilities.72% similarUnverifiedOver-alignment is essentially a product of bias in the alignment objective function, where the model has learned to avoid criticism rather than to be genuinely helpful.69% similarUnverifiedUnderstanding the mechanism by which the default Best model does not consume advanced quota, one should reserve advanced models such as Claude for complex tasks that genuinely require deep reasoning.69% similarUnverifiedSmaller models are compelled to write highly explicit, step-by-step operation guides because they cannot rely on powerful implicit reasoning capabilities to skip steps68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/939313API
curl https://kongchang.com/api/v1/knowledge/claims/939313MCP
get_claim(id=939313)