#repository-context News & Analysis

Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution

Researchers introduce Code2LoRA, a hypernetwork framework that generates repository-specific LoRA adapters for code language models, eliminating the need for expensive fine-tuning or lengthy context injection. The approach achieves competitive performance with lower computational overhead and introduces RepoPeftBench, a 604-repository benchmark for evaluating code model adaptation techniques.