Sequence reconstruction on MIMIC-III
86.6ROUGE-1FEDSPY-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FEDSPY-LLMBatch size=1, Target Model=BERTBase2026.04 | 86.6 | 56.7 | 72.9 | |
| DAGERBatch size=1, Target Model=BERTBase2026.04 | 85.5 | 42.2 | 53.9 | |
| FEDSPY-LLMBatch size=2, Target Model=BERTBase2026.04 | 81.8 | 54.6 | 62.2 | |
| DAGERBatch size=2, Target Model=BERTBase2026.04 | 80.5 | 42.8 | 50.6 | |
| FEDSPY-LLMBatch size=4, Target Model=BERTBase2026.04 | 66.2 | 52.6 | 58.6 | |
| FEDSPY-LLMBatch size=8, Target Model=BERTBase2026.04 | 50.9 | 30.6 | 50.7 | |
| BGPBatch size=1, Target Model=BERTBase2026.04 | 42.6 | 22.9 | 27.4 | |
| DAGERBatch size=4, Target Model=BERTBase2026.04 | 41.9 | 31.3 | 22.7 | |
| BGPBatch size=2, Target Model=BERTBase2026.04 | 36.1 | 19.6 | 23.4 | |
| APRILBatch size=1, Target Model=BERTBase2026.04 | 32.1 | 8.9 | 12.1 | |
| LAMPBatch size=1, Target Model=BERTBase2026.04 | 30.8 | 10 | 10.8 | |
| FILMBatch size=1, Target Model=BERTBase2026.04 | 30.6 | 7 | 12.8 | |
| DAGERBatch size=8, Target Model=BERTBase2026.04 | 22.4 | 0 | 0 | |
| BGPBatch size=4, Target Model=BERTBase2026.04 | 14.7 | 7.4 | 8.8 | |
| APRILBatch size=2, Target Model=BERTBase2026.04 | 14.3 | 2.1 | 4.7 | |
| BGPBatch size=8, Target Model=BERTBase2026.04 | 14 | 6.9 | 7.8 | |
| TAGBatch size=1, Target Model=BERTBase2026.04 | 13.9 | 10 | 10.9 | |
| DLGBatch size=1, Target Model=BERTBase2026.04 | 13.4 | 9.4 | 27.6 | |
| LAMPBatch size=2, Target Model=BERTBase2026.04 | 10.9 | 1.2 | 4.3 | |
| FILMBatch size=2, Target Model=BERTBase2026.04 | 9.9 | 1.4 | 3.7 | |
| TAGBatch size=2, Target Model=BERTBase2026.04 | 9.7 | 5.3 | 7.7 | |
| DLGBatch size=2, Target Model=BERTBase2026.04 | 8.8 | 3.4 | 6.9 | |
| LAMPBatch size=4, Target Model=BERTBase2026.04 | 7.1 | 1.4 | 2 | |
| LAMPBatch size=8, Target Model=BERTBase2026.04 | 6.8 | 0.6 | 2.3 | |
| TAGBatch size=4, Target Model=BERTBase2026.04 | 6.1 | 0.7 | 0.7 | |
| DLGBatch size=4, Target Model=BERTBase2026.04 | 5.4 | 0.5 | 1.3 | |
| TAGBatch size=8, Target Model=BERTBase2026.04 | 5 | 0.4 | 1.6 | |
| DLGBatch size=8, Target Model=BERTBase2026.04 | 4.3 | 0.4 | 1.4 | |
| FILMBatch size=4, Target Model=BERTBase2026.04 | 3 | 1.1 | 1.8 | |
| APRILBatch size=4, Target Model=BERTBase2026.04 | 2.9 | 1 | 1.7 | |
| FILMBatch size=8, Target Model=BERTBase2026.04 | 2.9 | 0.6 | 1.4 | |
| APRILBatch size=8, Target Model=BERTBase2026.04 | 2 | 0.2 | 1.3 |