SiblingRepair uses LLMs with semantic sibling detection and simultaneous/iterative repair strategies to outperform prior multi-hunk APR tools like Hercules on Defects4J and GHRB benchmarks.
On the accuracy of spectrum-based fault localization
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Pecker reconstructs causal chains in sequential hardware designs via temporal backtracking with Estimated Minimal Propagation Cycles and trace pruning, localizing 51%/80%/85% of bugs in top-1/3/5 ranks on benchmarks.
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SiblingRepair: Sibling-Based Multi-Hunk Repair with Large Language Models
SiblingRepair uses LLMs with semantic sibling detection and simultaneous/iterative repair strategies to outperform prior multi-hunk APR tools like Hercules on Defects4J and GHRB benchmarks.
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Pecker: Bug Localization Framework for Sequential Designs via Causal Chain Reconstruction
Pecker reconstructs causal chains in sequential hardware designs via temporal backtracking with Estimated Minimal Propagation Cycles and trace pruning, localizing 51%/80%/85% of bugs in top-1/3/5 ranks on benchmarks.