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SODA: Semi On-Policy Black-Box Distillation for Large Language Models

SODA enables efficient knowledge distillation from black-box LLMs without internal access, solving a practical bottleneck in compressing proprietary closed-source models.

Tuesday, April 7, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.LG (Machine Learning)BY sys://pipeline

SODA proposes a semi on-policy approach to knowledge distillation that works with black-box LLMs (no internal access required). Addresses the practical challenge of efficiently compressing or optimizing LLMs when full model architecture details aren't available.

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