AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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A corpus-grounded taxonomy of communication failures, built from 3,211 failed multi-round trajectories across medical QA, coding, finance, multi-hop reasoning, ethics, and embodied text tasks, finds that failures are dominated by recovery/correction and consensus/decision problems rather than isolated first-round mista...
Context-to-LoRA methods encode documents as low-rank parameter updates, allowing language models to answer without retaining the source text in their decoding context. How reliably do these updates preserve facts and support their use under different instructions? Controlled diagnosis of existing context-to-LoRA method...
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