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Preprint Aug 2026

Multi-Granular Rationale-Guided Molecular LLM for Property Prediction

This is the first method to expose GNN-derived attributions to an LLM as evidence for property prediction, and achieves the best overall results among generalist models and narrows the gap to specialist models tuned for each task.

Junwoo Park, Minyoung Shin, C. Lee et al. · 0 citations