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The study traces this dialect tax across the natural language processing pipeline, suggesting that the dialect tax is encoded and accumulated not by any one step in isolation, but at every step of the language modeling process.
P RO A CT represents an orthogonal defense strategy that serves as an additional guardrail to enhance LLM safety against the most effective attacks.
This work introduces Code Monitor Red Teaming, a monitor-red-teaming protocol that fixes a public-check information boundary while varying generator pressure, verifier scaffolding, and weak-to-strong capability.
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