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Akul Arora

2 accepted papers

2021

Measuring Coding Challenge Competence With APPS

NeurIPS 2021poster

While programming is one of the most broadly applicable skills in modern society, it is unclear how well state-of-the-art machine learning models can write code. Despite its importance, there has been surprisingly little work on evaluating code generation, and it can be difficult to assess code gene…

Cited by 657SourcecodeScholar
2021

Measuring Mathematical Problem Solving With the MATH Dataset

NeurIPS 2021poster

Many intellectual endeavors require mathematical problem solving, but this skill remains beyond the capabilities of computers. To measure this ability in machine learning models, we introduce MATH, a new dataset of 12,500 challenging competition mathematics problems. Each problem in MATH has a full…

Cited by 1719SourcecodeScholar