Papers by Jin Woo Koo
Mitigating Attention Localization in Small Scale: Self-Attention Refinement via One-step Belief Propagation (2025.findings-emnlp)
Copied to clipboard
| Challenge: | a new framework for self-attention models is proposed to address this problem . it injects *multi-hop* relationships into the attention graph, allowing for better performance . |
| Approach: | They propose a framework that injects *multi-hop* relationships through a belief propagation process. |
| Outcome: | The proposed framework helps prevent entropy collapse in deeper layers and maintains GTD at task-appropriate levels. |