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Michele Tufano, James McClure, José Cambronero, Runxiang Cheng et autres
LLM-based agents are increasingly used for coding tasks, where they have outperformed many classical approaches and scaled to repository-level tasks, such as test generation. However, when directly prompted to generate tests, these agents can fail to reason about the code and its …
Runxiang Cheng, Michele Tufano, José Cambronero, Renyao Wei et autres
Bug Reproduction Tests (BRTs) have been used in many Automated Program Repair (APR) systems, primarily for validating fixes and aiding fix generation. In practice, when developers submit a patch, they often implement the BRT alongside the fix. Our experience deploying agentic APR …
us (code pays fourni par la source)
Meghana Aparna Sistla, Gogul Balakrishnan, Pat Rondon, José Cambronero et autres
While LLM-based agents are able to tackle a wide variety of code reasoning questions, the answers are not always correct. As a result of this lack of trustworthiness, the agent's answers need to be manually verified before they can be trusted, which …
us (code pays fourni par la source)
José Cambronero, Michele Tufano, Sherry Shi, Grant Uy et autres
Agentic Automated Program Repair (APR) is increasingly tackling complex, repository-level bugs in industry, but ultimately these patches still need to be reviewed by a human before committing them to ensure they address the bug. Showing patches unlikely to be accepted can lead …
us (code pays fourni par la source)
Sherry Shi, Michele Tufano, José Cambronero, Runxiang Cheng et autres
Reliable evaluation is crucial for advancing Automated Program Repair (APR), but prevailing benchmarks rely on execution-based evaluation metrics (pass@k), which fail to capture true patch validity. Determining validity can require costly manual annotation. To reduce this cost, we introduce a human-in-the-loop framework …
us (code pays fourni par la source)
Runxiang Cheng, Michele Tufano, José Cambronero, Renyao Wei et autres
Bug Reproduction Tests (BRTs) have been used in many Automated Program Repair (APR) systems, primarily for validating fixes and aiding fix generation. In practice, when developers submit a patch, they often implement the BRT alongside the fix. Our experience deploying agentic APR …
Runxiang Cheng, Michele Tufano, José Cambronero, Renyao Wei et autres
Bug Reproduction Tests (BRTs) have been used in many Automated Program Repair (APR) systems, primarily for validating fixes and aiding fix generation. In practice, when developers submit a patch, they often implement the BRT alongside the fix. Our experience deploying agentic APR …
us (code pays fourni par la source)
Benjamin Jeremiah Steenhoek, Michele Tufano, Neel Sundaresan, A. Svyatkovskiy
Software testing is a crucial but time-consuming aspect of software development, and recently, Large Language Models (LLMs) have gained popularity for automated test case generation. However, because LLMs are trained on vast amounts of open-source code, they often generate test cases that …
de, us, gb (code pays fourni par la source)
Pat Rondon, José Cambronero, Jürgen Cito, Aaron R. Sun et autres
Agent-based program repair offers to automatically resolve complex bugs end-to-end by combining the planning, tool use, and code generation abilities of modern LLMs. Recent work has explored the use of agent-based repair approaches on the popular open-source SWE-Bench [1], a collection of …
us (code pays fourni par la source)
Michele Tufano, Jürgen Cito, José Cambronero, Pat Rondon et autres
Bug reports often lack sufficient detail for developers to reproduce and fix the underlying defects. Bug Reproduction Tests (BRTs), tests that fail when the bug is present and pass when it has been resolved, are crucial for debugging, but they are rarely …
Maria Josè Sisalli, Elena D’Apolito, Ornella Cuomo, Giovanna Lombardi et autres
Mitochondrial quality control is crucial for the homeostasis of the mitochondrial network. The balance between mitophagy and biogenesis is needed to reduce cerebral ischemia-induced cell death. Ischemic preconditioning (IPC) represents an adaptation mechanism of CNS that increases tolerance to lethal cerebral ischemia. …
it, cz (code pays fourni par la source)
Benjamin Jeremiah Steenhoek, Michele Tufano, Neel Sundaresan, A. Svyatkovskiy
Software testing is a crucial but time-consuming aspect of software development, and recently, Large Language Models (LLMs) have gained popularity for automated test case generation. However, because LLMs are trained on vast amounts of open-source code, they often generate test cases that …
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