Papers by YuJu Cheng
Serial Lifelong Editing via Mixture of Knowledge Experts (2025.acl-long)
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| Challenge: | Existing Lifelong Knowledge Editing methods struggle to overwrite outdated knowledge with the latest one. |
| Approach: | They propose a new Mixture-of-Knowledge-Experts scheme with an ARM . ARM ensures that each update completely overwrites old information with the latest one . Experimental results show that ARM performs favorably against SOTA knowledge editing methods . |
| Outcome: | The proposed scheme overwrites old knowledge with the latest data on a benchmark . it performs favorably against existing knowledge editing methods on the same concept . |