Papers with analogical replay mechanisms
AnRe: Analogical Replay for Temporal Knowledge Graph Forecasting (2025.acl-long)
Copied to clipboard
| Challenge: | Temporal Knowledge Graphs (TKGs) are vital for event prediction, yet current methods face limitations. |
| Approach: | They propose a training-free Analogical Replay reasoning framework that uses LLMs to extract historical contexts and generate analogical reasoning examples as contextual inputs. |
| Outcome: | The proposed model outperforms existing training-free methods on four benchmarks. |