AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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OPSRD is introduced, which uses a fixed expert role as privileged teaching context for on-policy self-distillation without reference solutions for on-policy self-distillation without reference solutions.
Multi-agent collaboration lets large language models (LLMs) improve question answering through deliberation and feedback. Yet shared discussion couples correction with exposure to the same mistakes, which can erode the diversity needed for voting. Self-consistency offers sampling diversity without feedback, while singl...
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