Zhongnan Shen

Grammar-based Decoding for Improved Compositional Generalization in Semantic Parsing

Sequence-to-sequence (seq2seq) models have achieved great success in semantic parsing tasks, but they tend to struggle on out-of-distribution (OOD) data. Despite recent progress, robust semantic parsing on large-scale tasks with combined challenges from both compositional generalization and natural…