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Stanford CS224V Lecture 4: Task-Agent Evaluation Beyond Human-Like Answers

CS224V splits task-agent evaluation into state updates and complete interaction: isolate the semantic parser, then test task completion, grounded queries, and valid actions with real users.

Stanford CS224V Lecture 3: Building Task-Oriented Agents with Genie Worksheets

Genie Worksheets declare task capability as a form-like specification. A contextual semantic parser updates formal dialogue state while the runtime controls queries, actions, and responses.