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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Yijun Liao

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Preprint Aug 2026

Shortcut Before Circuit: Document Statistics Time In-Context Conflict Resolution

The authors train 26M-parameter transformers on a synthetic language where recency and rarity are exactly coextensive, and separate them with a minimal causal edit that inverts one cue while holding the truth, token count and answer position fixed.

Yijun Liao, Fan-Wei Liang · 0 citations

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