LLMs amplify the least-dominant context, so one bad sentence among twenty good ones distorts answers; joint judgment-and-answer fine-tuning (RW-Steering) stabilizes response quality across contamination levels from 0% to 95%.
President Barack Obama won Congressional District 13 by 8.2 points in 2008 and 5.6 points in (From Gab) 16
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Context Engineering for Trustworthiness: Rescorla Wagner Steering Under Mixed and Inappropriate Contexts
LLMs amplify the least-dominant context, so one bad sentence among twenty good ones distorts answers; joint judgment-and-answer fine-tuning (RW-Steering) stabilizes response quality across contamination levels from 0% to 95%.