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#natural language process... Conference Open access Oct 2026

Identify, Classify, Act: Per-Instruction Controlled Compliance for LLMs over External Data

Across two backbones and five benchmarks, EDIC improves both safety and utility over the strongest prior defense, lifting harmful-rejection by up to 7.7\% and Arena-Hard-Auto utility by 12.5\% on Qwen3-4B.

Ze-Sheng Shi, Xue Li, Chen-Rui Dai et al. · 1 citation

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