Refinement Code
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![Refinement Code [Quality&Readability:] Stepwise refinement of code : r/programming](https://external-preview.redd.it/JrumbjgBRkxOdz5_-ACNawW22LA3iDwm64Y2jDlQYWY.jpg?auto=webp&s=baaaec4d90032315c2cf49379fa6fb0c2810ea21)



![Refinement Code [2009.08366] GraphCodeBERT: Pre-training Code Representations with Data ...](https://ar5iv.labs.arxiv.org/html/2009.08366/assets/example_refinement.png)
![Refinement Code [论文评述] A Pair Programming Framework for Code Generation via Multi-Plan ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/a-pair-programming-framework-for-code-generation-via-multi-plan-exploration-and-feedback-driven-refinement-1.png)



















![Refinement Code [Solved] In a certain code language, ‘REFINE’ is written](https://storage.googleapis.com/tb-img/production/22/09/F1_Savita_SSC_15-9-22_D3.png)
![Refinement Code [논문 리뷰] Exploring the Potential of Llama Models in Automated Code ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/exploring-the-potential-of-llama-models-in-automated-code-refinement-a-replication-study-1.png)







![Refinement Code [논문 리뷰] ARCS: Agentic Retrieval-Augmented Code Synthesis with Iterative ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/arcs-agentic-retrieval-augmented-code-synthesis-with-iterative-refinement-3.png)

![Refinement Code [论文评述] Intention is All You Need: Refining Your Code from Your Intention](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/intention-is-all-you-need-refining-your-code-from-your-intention-3.png)

![Refinement Code [论文评述] Refining Joint Text and Source Code Embeddings for Retrieval ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/refining-joint-text-and-source-code-embeddings-for-retrieval-task-with-parameter-efficient-fine-tuning-4.png)











![Refinement Code [论文评述] CoDe-R: Refining Decompiler Output with LLMs via Rationale ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/code-r-refining-decompiler-output-with-llms-via-rationale-guidance-and-adaptive-inference-0.png)
















![Refinement Code [2403.17297] InternLM2 Technical Report](https://ar5iv.labs.arxiv.org/html/2403.17297/assets/figures/pretraining/code_anno_pipeline_v2.png)
![Refinement Code [CODES] REFINED CODES 2024! Roblox Codes for REFINED - YouTube](https://i.ytimg.com/vi/-lHE2l0Wlhg/maxresdefault.jpg)





