Publications

Below is a list of recent publications I have written or contributed to. For a complete list, please visit Google Scholar.

UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models

Jan 16, 2022

Let's unify all structured-knowledge grounded tasks into the same text-to-text framework!

Towards Neural Functional Program Evaluation

Dec 9, 2021

Are neural models bad at interpreting programs? For the AIPLANS NeurIPS workshop in 2021, we created a dataset of functional programs, and trained T5 to reduce them to their normal forms. Turns out it works even for challenging data splits!

PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models

Nov 1, 2021

Introducing PICARD - a simple and effective constrained beam search algorithm for any language model. PICARD helps to generate valid code, which is useful for program synthesis and semantic parsing. We achieve SoTA on both Spider and CoSQL.

DuoRAT: Towards Simpler Text-to-SQL Models

Jun 1, 2021

It's like RAT-SQL, but simpler and faster.