Papers by Sriram Pingali
Multimodal Graph-based Transformer Framework for Biomedical Relation Extraction (2021.findings-acl)
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| Challenge: | Existing models based on textual data do not capture context beyond the sentence. |
| Approach: | They propose a framework that enables the model to learn multi-omnics biological information about entities (proteins) with the help of additional multi-modal cues like molecular structure. |
| Outcome: | The proposed model is generalized and optimized for protein-protein interaction task and benefited from additional domain-specific cues. |