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Author

Italo Luis da Silva

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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
Preprint Aug 2026

GRAFT: Graph-Distilled Generative Retrieval for Facet-Aware Scientific Literature Exploration

Scientific papers may relate by problem, method, result, or contribution, but document-level retrievers collapse these into a single similarity score without saying why they are related. Citation- and similarity-based retrieval alone also confines search to the neighbourhood of what is already known, whereas generative...

Italo Luis da Silva, Hanqi Yan, Yujing Wang et al. · 0 citations

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