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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xi Chen

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Jul 2026

PEARL: Auditable Repair for Scientific Reasoning Graph Extraction

Scientific Reasoning Graph Extraction (SRGE) aims to recover explicit links among observations, evidence, intermediate claims, and paper-level conclusions. LLMs can produce graph-like scientific explanations, but their outputs often mix malformed syntax, drifting edge labels, incorrectly oriented roots, and weak source...

Bo-Han Su, Pengze Li, Yuchen Lu et al. · 0 citations

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