C

Chi Wang

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#1 2605.26827v1 May 26, 2026

ContextGuard: Structured Self-Auditing for Context Learning in Language Models

Recent benchmarks reveal that despite strong reasoning capabilities, large language models (LLMs) still struggle to faithfully apply complex contextual knowledge. These failures are often not wholesale reasoning collapses: in context-rich tasks, models may follow the central reasoning path while missing peripheral, persistent, or format-sensitive requirements.

Jiayu Ding Hongbo Jin Zhongjing Du Qiao Zhang Jingqi Tian +3
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