Papers by Jun Hyeong Kim
MV-CLAM: Multi-View Molecular Interpretation with Cross-Modal Projection via Language Model (2025.findings-emnlp)
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| Challenge: | Existing molecule-text models ignore complementary information in different molecular views and rely on single-view representations, limiting molecule structural understanding. |
| Approach: | They propose a framework that aligns multi-view molecular representations into a unified textual space using a multi-querying transformer. |
| Outcome: | The proposed framework ensures cross-view consistency while the proposed token-level contrastive loss preserves diverse molecular features across textual queries. |