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Fine-tuning may preserve the underlying steering mechanism, but it can drastically undermine the intended behavioral effects, with an average 64% loss in effectiveness.
PSC achieves up to 700x faster grammar-constrained decoding, making LLMs as efficient as unconstrained decoding for structured output generation.
Strong code generation doesn't guarantee effective requirement clarification, exposing a critical flaw in LLM capabilities that could hinder software engineering practices.
