Can I read NAPS: Natural Program Synthesis Dataset on EtoBox?

NAPS: Natural Program Synthesis Dataset by Zavershynskyi, Maksym; Skidanov, Alex; Polosukhin, Illia is a scholarly article available to read on EtoBox.

What is NAPS: Natural Program Synthesis Dataset about?

We present a program synthesis-oriented dataset consisting of human written problem statements and solutions for these problems. The problem statements were collected via crowdsourcing and the program solutions were extracted from human-written solutions in programming competitions, accompanied by input/output examples. We propose using this dataset for the program synthesis tasks aimed for working with real user-generated data. As a baseline we present few models, with the best model achieving 8.8% accuracy, showcasing both the complexity of the dataset and large room for future research.

Author

Zavershynskyi, Maksym; Skidanov, Alex; Polosukhin, Illia

Published

2018

Language

EN