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Works (3)
Updated: April 5th, 2024 17:20
2023 article
Are We Ready to Embrace Generative AI for Software Q&A?
2023 38TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING, ASE, pp. 1713–1717.
TL;DR:
It is suggested that human-written and ChatGPT-generated answers are semantically similar, however, human- written answers outperform ChatG PT-generated ones consistently across multiple aspects, specifically by 10% on the overall score.
(via Semantic Scholar)
Source: Web Of Science
Added: January 29, 2024
2023 article
CCBERT: Self-Supervised Code Change Representation Learning
2023 IEEE INTERNATIONAL CONFERENCE ON SOFTWARE MAINTENANCE AND EVOLUTION, ICSME, pp. 182–193.
TL;DR:
CCBERT (Code Change BERT), a new Transformer-based pre-trained model that learns a generic representation of code changes based on a large-scale dataset containing massive unlabeled code changes, is proposed.
(via Semantic Scholar)
arxiv.org (repository)
Source: Web Of Science
Added: February 26, 2024
2023 article
The Devil is in the Tails: How Long-Tailed Code Distributions Impact Large Language Models
2023 38TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING, ASE, pp. 40–52.
TL;DR:
An exploratory study on the distribution of SE data found that such data usually follows a skewed distribution where a small number of classes have an extensive collection of samples, while a large number of Classes have very few samples, which has a substantial impact on the effectiveness of LLMs for code.
(via Semantic Scholar)
Source: Web Of Science
Added: January 29, 2024
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