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Research2026-07-12 · source-backed
Instead of cloning full teacher demonstrations that mismatch the contexts a student hits at test time, spend a fixed teacher-labeling budget on short continuation rollouts that branch from the student's own trajectories (arXiv). On HotpotQA, ALFWorld, and Terminal-Bench-Dev, bounded teacher continuations beat behavioral cloning at matched budgets. If you're fine-tuning an agent, generate a few teacher-corrected continuations from your student's failure states rather than paying for many complete expert trajectories.
Each link below shares sources, entities, or timing with this story.
SkillPyramid benchmarked against ALFWorld / Shared entity: ALFWorld / Same source domain / Shared topic / Earlier coverage
Linked by a graph relationship (SkillPyramid benchmarked against ALFWorld); both cover ALFWorld; reported by the same outlet (arxiv.org).
Shared entities / Same source domain / Shared topic / Earlier coverage
Both cover Bench, Terminal; reported by the same outlet (arxiv.org); overlapping topics (agent, context).
Shared entities / Same source domain / Earlier coverage / Tension
Both cover Bench, Terminal; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-06-18.
Shared entities / Shared topic / Earlier coverage / Tension
Both cover Bench, Terminal; overlapping topics (agent, context); earlier Bench coverage from 2026-05-14.
Shared entity: Instead / Same source domain / Shared topic / Earlier coverage / Tension
Both cover Instead; reported by the same outlet (arxiv.org); overlapping topics (agent, context).
Shared entities / Shared topic / Earlier coverage
Both cover Bench, Terminal; overlapping topics (agent, context); earlier Bench coverage from 2026-06-09.
Shared entities / Same source domain / Earlier coverage
Both cover Bench, Terminal; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-02-25.
Shared entity: Instead / Same source domain / Shared topic / Earlier coverage
Both cover Instead; reported by the same outlet (arxiv.org); overlapping topics (agent, budget).