{"ID":2895454,"CreatedAt":"2026-06-01T04:54:23.091178241Z","UpdatedAt":"2026-06-01T04:54:23.091178241Z","DeletedAt":null,"paper_url":"https://arxiv.org/abs/2507.09315","arxiv_id":"2507.09315","title":"Enhancing Interpretability in Software Change Management with Chain-of-Thought Reasoning","abstract":"In modern online services, frequent software changes introduce significant risks. To tackle this challenge, we propose SCELM (Software Change Evaluation and Lifecycle Management), an end-to-end automated framework for software change management. SCELM aims to manage software changes efficiently and precisely, significantly reducing service failures and economic losses.","short_abstract":"In modern online services, frequent software changes introduce significant risks. To tackle this challenge, we propose SCELM (Software Change Evaluation and Lifecycle Management), an end-to-end automated framework for software change management. SCELM aims to manage software changes efficiently and precisely, significa...","url_abs":"https://arxiv.org/abs/2507.09315","url_pdf":"https://arxiv.org/pdf/2507.09315v1","authors":"[\"Yongqian Sun\",\"Weihua Kuang\",\"Chao Shen\",\"Xidao Wen\",\"Tinghua Zheng\",\"Heng Liu\",\"Shenglin Zhang\",\"Bo Wu\",\"Dan Pei\"]","published":"2025-07-12T15:13:46Z","proceeding":"cs.SE","tasks":"[\"cs.SE\",\"cs.AI\"]","methods":"[]","has_code":false}