Out of the Bleu: How Should We Assess Quality of the Code Generation Models?

Author:

Evtikhiev Mikhail,Bogomolov Egor,Sokolov Yaroslav,Bryksin Timofey

Publisher

Elsevier BV

Subject

General Earth and Planetary Sciences,General Environmental Science

Reference46 articles.

1. JuICe: A Large Scale Distantly Supervised Dataset for Open Domain Context-based Code Generation;Rajas Agashe;Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP),2019

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3. METEOR: An automatic metric for MT evaluation with improved correlation with human judgments;Satanjeev Banerjee;Proceedings of the acl workshop on intrinsic and extrinsic evaluation measures for machine translation and/or summarization,2005

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1. An Empirical Study on Fine-Tuning Large Language Models of Code for Automated Program Repair;2023 38th IEEE/ACM International Conference on Automated Software Engineering (ASE);2023-09-11

2. SkCoder: A Sketch-based Approach for Automatic Code Generation;2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE);2023-05

3. “What It Wants Me To Say”: Bridging the Abstraction Gap Between End-User Programmers and Code-Generating Large Language Models;Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems;2023-04-19

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