notesum.ai
Published at November 26One Mind, Many Tongues: A Deep Dive into Language-Agnostic Knowledge Neurons in Large Language Models
cs.CL
Released Date: November 26, 2024
Authors: Pengfei Cao, Yuheng Chen, Zhuoran Jin, Yubo Chen, Kang Liu, Jun Zhao

| Base Models | Methods | Enhance | Suppress | Average |
|---|---|---|---|---|
| mGPT | MaTrice | 1.000 | 1.000 | 1.000 |
| w/o UaQ | 0.830 | 0.850 | 0.840 | |
| w/o UaL | 0.910 | 0.920 | 0.915 | |
| LLaMA2 | MaTrice | 1.000 | 1.000 | 1.000 |
| w/o UaQ | 0.870 | 0.860 | 0.865 | |
| w/o UaL | 0.930 | 0.940 | 0.935 | |
| LLaMA3 | MaTrice | 1.000 | 1.000 | 1.000 |
| w/o UaQ | 0.850 | 0.840 | 0.845 | |
| w/o UaL | 0.920 | 0.930 | 0.925 | |
| mBERT | MaTrice | 1.000 | 1.000 | 1.000 |
| w/o UaQ | 0.820 | 0.830 | 0.825 | |
| w/o UaL | 0.900 | 0.910 | 0.905 |