Data Reconstruction on SQuAD
0.772Reconstruction RateNeuroImprint
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NeuroImprintModel=BERT, Token Len.=384, Optimizer=AdamW2026.06 | 0.772 | 0.714 | 0.097 | |
| NeuroImprintModel=Llama3-3B, Token Len.=384, Optimizer=SGD2026.06 | 0.75 | 0.997 | 0.032 | |
| NeuroImprintModel=BERT, Token Len.=384, Optimizer=SGD2026.06 | 0.748 | 0.979 | 0.09 | |
| NeuroImprintModel=GPT-2, Token Len.=384, Optimizer=AdamW2026.06 | 0.734 | 0.682 | 0.119 | |
| NeuroImprintModel=Llama3-3B, Token Len.=384, Optimizer=AdamW2026.06 | 0.724 | 0.926 | 0.072 | |
| NeuroImprintModel=Qwen2-1.5B, Token Len.=384, Optimizer=SGD2026.06 | 0.674 | 0.991 | 0.061 | |
| NeuroImprintModel=GPT-2, Token Len.=384, Optimizer=SGD2026.06 | 0.642 | 0.988 | 0.071 | |
| NeuroImprintModel=Qwen2-1.5B, Token Len.=384, Optimizer=AdamW2026.06 | 0.531 | 0.668 | 0.112 |