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

Author

Yulan He

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Book Open access Aug 2026

GraphMind: Unveiling Scientific Reasoning through Contextual Graphs for Novelty Assessment

GraphMind, a model that jointly processes micro- and macro-level structures for novelty prediction and rationale generation, is proposed that significantly outperforms baseline LLMs in both novelty score prediction and rationale generation.

Italo Luis da Silva, Hanqi Yan, Lin Gui et al. · 1 citation
Book Open access Aug 2026

GraphMind: Unveiling Scientific Reasoning through Contextual Graphs for Novelty Assessment

Assessing scientific novelty is inherently complex, requiring evaluation of both a paper's internal structure and its contribution within the broader research landscape. Existing large language model (LLM) approaches often rely on surface-level similarity or citation retrieval, overlooking the integration between a pap...

Italo Luis da Silva, Hanqi Yan, Lin Gui et al. · 1 citation

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