Percy Liang: Semantic Parsing for Natural Language Interfaces

Picked one by one from a mixed channel. Transcript check: both title readers certain; 5 of 5 sampled certain picks confirmed by transcript, none failed. Channel rule: Include only single-speaker research seminars and expert technical talks where a researcher presents and explains their work or methods (e.g. 'HAI Seminar', 'Seminar with ...', 'Name: Topic' research talks). Exclude panels, fireside chats, conversations, remarks, summit sessions, book talks and promo explainers.