AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Experimental results show that FRC-based fine-tuning substantially improves 7B LLMs over direct Doc2Doc fine-tuning and outperforms existing DocMT methods on IWSLT2017.
MR-IQA-2 is introduced, an actor-editor-judge framework that operationalizes reasoning-editing-reflection that achieves competitive rating alignment with humans and uses fine-grained credit assignment to decouple reasoning and rating supervision.
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