NameRTS uses name-based bipartite graph reachability for safe and effective regression test selection in Python, skipping 69.9% of tests on average with 99.6% safety on a new benchmark.
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2026 4roles
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LogicLoc combines LLMs with Datalog to achieve accurate repo-level code localization without relying on keyword shortcuts in benchmarks.
A purpose-built, staged LLM agent correctly sets up and executes software analysis tools on 33 of 35 benchmark tasks, outperforming general-purpose agent baselines by at least 17 percentage points.
Introduces the first benchmark for Java reproduction test generation from repository issues and adapts a prior Python tool to produce high performance on it.
citing papers explorer
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Names Are All You Need: Effective and Safe Regression Test Selection for Python
NameRTS uses name-based bipartite graph reachability for safe and effective regression test selection in Python, skipping 69.9% of tests on average with 99.6% safety on a new benchmark.
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Neurosymbolic Repo-level Code Localization
LogicLoc combines LLMs with Datalog to achieve accurate repo-level code localization without relying on keyword shortcuts in benchmarks.
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Evaluating LLM Agents on Automated Software Analysis Tasks
A purpose-built, staged LLM agent correctly sets up and executes software analysis tools on 33 of 35 benchmark tasks, outperforming general-purpose agent baselines by at least 17 percentage points.
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Reproduction Test Generation for Java SWE Issues
Introduces the first benchmark for Java reproduction test generation from repository issues and adapts a prior Python tool to produce high performance on it.