Paper finds decoding collapse behind failed self-distillation in search agents

_reachsumit · x · 2026-07-21

A new paper asks why feedback-augmented self-distillation fails to improve retrieval-interleaved search agents.

The authors identify decoding collapse as the core failure mode and show that EMA teacher regularization can help. The post frames the result as a diagnosis of why self-distillation does not reliably improve these agents, rather than a simple benchmark win.

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