#nlp

Compilers earned trust because they were deterministic. Natural language is ambiguous and LLMs sample their output, so prompting is a leap in productivity, not the next step after high-level languages.

Research survey on how Named Entity Recognition (from rule-based systems to BERT) can turn ROV pilots' spoken inspection notes into structured data, cutting manual tagging in subsea pipeline inspections.