A new deforking map p2PFull for WoC V2604 collapses raw repositories into projects via shared-commit groups and Louvain clustering, recovering cross-forge fork families with 99.01% agreement to GitHub's graph.
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Merge-Bench dataset and LLMergeJ model demonstrate that a 14B-parameter LLM trained with GRPO outperforms some commercial models on Java merge resolution but all tested models resolve under 60% of conflicts across 11 languages.
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Deforking the World of Code: A Project-Provenance Map that Recovers Cross-Forge Fork Families that Platform Graphs Cannot See
A new deforking map p2PFull for WoC V2604 collapses raw repositories into projects via shared-commit groups and Louvain clustering, recovering cross-forge fork families with 99.01% agreement to GitHub's graph.
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Merge-Bench: Resolve Merge Conflicts with Large Language Models
Merge-Bench dataset and LLMergeJ model demonstrate that a 14B-parameter LLM trained with GRPO outperforms some commercial models on Java merge resolution but all tested models resolve under 60% of conflicts across 11 languages.