On three Java APR benchmarks, LoRA and IA3 adapters match or beat full-model fine-tuning for most tested code LLMs while training less than one percent of parameters.
On the Automation of Fixing Software Bugs
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The Impact of Fine-tuning Large Language Models on Automated Program Repair
On three Java APR benchmarks, LoRA and IA3 adapters match or beat full-model fine-tuning for most tested code LLMs while training less than one percent of parameters.