一作NeurIPS 2026Poster· Data-centric AI / Data-centric AI methods and tools
When Form Changes but Logic Doesn’t: Building Logic-invariant LLMs through Structures
Xuyuan Liu · Xinshuai Dong · Elynn Chen · Yujun Yan
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Xuyuan Liu · Xinshuai Dong · Elynn Chen · Yujun Yan
Xuyuan Liu · Shengyu Chen · Xinshuai Dong · Yanchi Liu · Xujiang Zhao · Haoyu Wang · Yujun Yan · Haifeng Chen · Zhengzhang Chen
Large language models (LLMs) often produce incorrect or outdated content. Updating their knowledge efficiently and accurately without costly retraining is a major challenge. This problem is particularly challenging for complex, unstructured knowledge in lifelong settings, where many edits must co...