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ResearchSeptember 23, 2026

Robust Failure, Conservative Repair: Textual Knowledge Distillation from Cross-Model Failures

arXiv:2609.25400v1 Announce Type: new Abstract: Failure-based textual knowledge distillation aims to discover gaps in a model's knowledge by examining its task errors. The distilled knowledge can be useful for the reasoning of both this model ("source model") and other models.…

Andrew Ren, Haokun Liu, Chenhao Tan·arXiv — cs.AI
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  • 01.arXiv:2609.25400v1 Announce Type: new Abstract: Failure-based textual knowledge distillation aims to discover gaps in a model's knowledge by examining its task errors
  • 02.The distilled knowledge can be useful for the reasoning of both this model ("source model") and other models.…

This material is provided as an extended analytical summary.

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