Training Data Reconstruction on SST
1ROUGE-1UTR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UTRBatch Size=1, Model Architecture=BERT2026.01 | 1 | 1 | |
| UTRBatch Size=1, Model Architecture=GPT22026.01 | 1 | 0.99 | |
| UTRBatch Size=1, Model Architecture=Qwen2026.01 | 1 | 1 | |
| DAGERBatch Size=1, Model Architecture=BERT2026.01 | 1 | 1 | |
| DAGERBatch Size=1, Model Architecture=GPT22026.01 | 1 | 1 | |
| UTRBatch Size=2, Model Architecture=BERT2026.01 | 1 | 1 | |
| UTRBatch Size=2, Model Architecture=GPT22026.01 | 1 | 1 | |
| UTRBatch Size=2, Model Architecture=Qwen2026.01 | 1 | 1 | |
| DAGERBatch Size=2, Model Architecture=GPT22026.01 | 1 | 1 | |
| UTRBatch Size=4, Model Architecture=BERT2026.01 | 1 | 1 | |
| UTRBatch Size=4, Model Architecture=GPT22026.01 | 1 | 0.9925 | |
| UTRBatch Size=4, Model Architecture=Qwen2026.01 | 1 | 1 | |
| UTRBatch Size=8, Model Architecture=BERT2026.01 | 1 | 1 | |
| UTRBatch Size=8, Model Architecture=GPT22026.01 | 1 | 0.9963 | |
| UTRBatch Size=8, Model Architecture=Qwen2026.01 | 1 | 1 | |
| DAGERBatch Size=2, Model Architecture=BERT2026.01 | 0.993 | 0.99 | |
| DAGERBatch Size=4, Model Architecture=BERT2026.01 | 0.956 | 0.93 | |
| LAMPBatch Size=1, Model Architecture=GPT22026.01 | 0.888 | 0.568 | |
| LAMPBatch Size=2, Model Architecture=GPT22026.01 | 0.824 | 0.457 | |
| DAGERBatch Size=8, Model Architecture=BERT2026.01 | 0.741 | 0.598 | |
| LAMPBatch Size=4, Model Architecture=GPT22026.01 | 0.695 | 0.325 | |
| LAMPBatch Size=1, Model Architecture=BERT2026.01 | 0.622 | 0.318 | |
| DAGERBatch Size=4, Model Architecture=GPT22026.01 | 0.5745 | 0.5263 | |
| LAMPBatch Size=8, Model Architecture=GPT22026.01 | 0.569 | 0.191 | |
| LAMPBatch Size=2, Model Architecture=BERT2026.01 | 0.214 | 0.092 | |
| DAGERBatch Size=8, Model Architecture=GPT22026.01 | 0.1851 | 0.0798 | |
| LAMPBatch Size=4, Model Architecture=BERT2026.01 | 0.098 | 0.027 | |
| LAMPBatch Size=8, Model Architecture=BERT2026.01 | 0.081 | 0.007 | |
| DAGERBatch Size=1, Model Architecture=Qwen2026.01 | 0 | 0 | |
| DAGERBatch Size=2, Model Architecture=Qwen2026.01 | 0 | 0 | |
| DAGERBatch Size=4, Model Architecture=Qwen2026.01 | 0 | 0 | |
| DAGERBatch Size=8, Model Architecture=Qwen2026.01 | 0 | 0 |