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TICoder: A Repository-Level Code Generation Framework with Test-Driven Planning and Implementation-Aware Reuse

new Abstract: Repository-level code generation with Large Language Models (LLMs) remains challenging, primarily due to complex dependencies and limited context windows. Recent approaches adopt retrieval-augmented generation (RAG) and the planning mechanism to reuse potential callee functions in the repository. However, these approaches often suffer from two limitations: lack of test-driven behavioral guidance during planning and overlooking the implementation logic embedded in repository...

arXiv CS 1d ago