[KongchangAI]
Unverified50% confidenceSolutionExact time

ATI-OPD works in two steps: first, it locates the earliest segment where the student and teacher diverge and replaces it with brief teacher reasoning, letting the student continue reasoning autonomously from the corrected text; second, if the student diverges again, it excludes the persistently deviating suffix from the distillation loss while retaining the student's subsequent useful content.

1
Sources
50%
Confidence
Long-term
Relevance
10/30/2026
First Seen

Sources

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Stable URI
https://kongchang.com/claim/1114715
API
curl https://kongchang.com/api/v1/knowledge/claims/1114715
MCP
get_claim(id=1114715)