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Efficient Program Optimization through Knowledge-Enhanced LoRA Fine-Tuning of Large Language Models

2025-01-08

Abstract excerpt

<title>Abstract</title> <p>Source code optimization enables developers to enhance programs at the human-computer interaction level, thereby improving development efficiency and product quality. With the rise of large language models (LLMs), fine-tuning and prompting have become mainstream solutions for this task. However, both approaches present challenges: fine-tuning is resource-intensive due to the exponential...

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Literature Corpus work
2d9dfff9-282d-5d32-b1db-64d844a365d3
DOI
10.21203/rs.3.rs-5755278/v1
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Efficient Program Optimization through Knowledge-Enhanced LoRA Fine-Tuning of Large Language ModelsDOI 10.21203/rs.3.rs-5755278/v1
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