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Niyati Nikunj Kapadia

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Conference Jul 2026

Toward Reliable LLM Code Generation: Adaptive Routing Framework for Ambiguous Requirements

Natural-language requirements for program synthesis are often incomplete or ambiguous, yet large language models are commonly expected to generate code in a single pass. Prior clarification-based methods address this issue by asking follow-up questions when sampled candidate programs disagree, but fixed clarify-on-disa...

Muhammad Ahmed, Edwar Tiu, Niyati Nikunj Kapadia et al. · 0 citations

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