Papers with Multi-layer Aligned Knowledge Injection
MAKI: Multi-layer Aligned Knowledge Injection for Structure-aware Knowledge Graph Completion with Large Language Models (2026.findings-acl)
Copied to clipboard
| Challenge: | Existing knowledge graph completion methods struggle to capture structural information in knowledge graphs (KGs) Existing approaches for KGC focus on learning representations of entities and relations through observed structural patterns. |
| Approach: | They propose a multi-layer Aligned Knowledge Injection model that tightly integrates structured KG information into LLMs through multi-layered alignment. |
| Outcome: | The proposed method outperforms state-of-the-art methods on benchmark datasets. |