Dialogue Summarization on SAMSum 1.0 (test)
51R1Full Fine-tuning (All)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Full Fine-tuning (All)Model Size=Mamba-2 1.3B, Type=None2025.03 | 51 | 26.9 | 42.5 | |
| BitFitModel Size=Mamba-2 1.3B, Type=Parameter based2025.03 | 50.9 | 26.5 | 42.6 | |
| Prefix-TuningModel Size=Mamba-2 1.3B, Type=Prompt based2025.03 | 50.8 | 26.5 | 42.6 | |
| Full Fine-tuning (SSD)Model Size=Mamba-2 1.3B, Type=None2025.03 | 50.5 | 26.3 | 42.4 | |
| Initial State TuningModel Size=Mamba-2 1.3B, Type=State based2025.03 | 50.4 | 26.4 | 42.3 | |
| State-offset Tuning (h) (low rank)Model Size=Mamba-2 1.3B, Type=State based2025.03 | 50.4 | 26.8 | 42.5 | |
| State-offset Tuning (y)Model Size=Mamba-2 1.3B, Type=State based2025.03 | 50.3 | 26.2 | 42.2 | |
| LoRAModel Size=Mamba-2 1.3B, Type=Parameter based2025.03 | 49.7 | 25.9 | 41.7 | |
| Prompt TuningModel Size=Mamba-2 1.3B, Type=Prompt based2025.03 | 49.6 | 26.1 | 41.6 | |
| State-offset Tuning (h)Model Size=Mamba-2 1.3B, Type=State based2025.03 | 48.8 | 24.7 | 40.5 | |
| Additional-scanModel Size=Mamba-2 1.3B, Type=Parameter based2025.03 | 43 | 20.1 | 34.8 |