Instruction: Share your experience, challenges, and best practices for deploying NLP models in a production environment.
Context: This question aims to gauge the candidate's specific experience and challenges faced when working with NLP models in production settings.
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The way I'd explain it in an interview is this: When deploying NLP models, I pay special attention to data drift, prompt or input variability, latency, evaluation realism, and the gap between benchmark performance and actual user language. Production NLP often fails on messy...