Unverified50% confidenceFactExact time
The paper proposes the Student-Prefix Teacher Adaptation (SPTA) method, which lets the teacher learn in advance to provide effective guidance on the paths students may visit.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
11/3/2026
First Seen
Valid until: 2/1/2027
Sources
Related Entities
Related Claims
UnverifiedIn stage two of SPTA, the teacher is trained to become an expert at recovering from any student-induced prefix state (including erroneous states) to the correct reasoning path.75% similarUnverifiedThe study's key design is that the student model not only imitates the teacher's queries but also reproduces the teacher's belief state in the form of a structured scratchpad.67% similarUnverifiedA paper from arXiv proposes Adaptive Teacher Intervention for On-Policy Distillation (ATI-OPD), which improves teacher guidance by correcting the student's reasoning prefix.66% similarUnverifiedThe course is positioned as an introductory tutorial for beginners.64% similarUnverifiedIn Squint OPSD, the teacher's token-level distribution supervises the student model's learning along the on-policy trajectory.63% similar
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