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failmapper

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nuwaLab / FailMapper

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FailMapper: Failure-Scenario-Guided Unit Test Generation using Monte Carlo Tree Search (MCTS) and LLMs. Detects 233% more bugs than baselines on Defects4J. Covers 9 failure scenarios for automated bug detection in Java programs. [ASE 2025]

java unit-testing mcts software-testing monte-carlo-tree-search test-generation fault-localization automated-testing defects4j failure-analysis bug-detection llm ase2025 failmapper search-based-testing
  • Updated Jul 8, 2026
  • Python

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