Richard Shin

Learning what to learn in a neural program

2018

Learning programs with neural networks is a challenging task, addressed by a long line of existing work. It is difficult to learn neural networks which will generalize to problem instances that are much larger than …

Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation

2022 · arXiv (Cornell University)

We introduce a novel setup for low-resource task-oriented semantic parsing which incorporates several constraints that may arise in real-world scenarios: (1) lack of similar datasets/models from a related domain, (2) inability to sample useful logical …