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aideep-diveReading Stanford CS224V Agentic AI

Why Database Agents Begin with Semantic Parsing | Stanford CS224V Lecture 6

Reliable database agents map language to executable queries, resolve schemas and enumerated values, and evaluate execution separately from answer generation; hybrid questions additionally require explicit source routing.

#cs224v#stanford#semantic-parsing#database#hybrid-retrieval
aideep-diveReading Stanford CS224V Agentic AI

SUQL Unifies SQL and Free-Text Retrieval | Stanford CS224V Lecture 7

SUQL adds answer and summary functions over text to SQL. A semantic parser emits one hybrid query, while an optimizing compiler applies predicate pushdown, top-k pruning, and lazy evaluation.

#cs224v#stanford#suql#semantic-parsing#hybrid-retrieval