Classification on GLUE (SST-2 and RTE subset)
95.2SST-2 Accuracybv
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| bvLLM=OPT-6.7B, Params=0.02‰2025.09 | 95.2 | 82.6 | |
| LoRALLM=OPT-6.7B, Params=0.6‰2025.09 | 95.1 | 81.9 | |
| PrefixLLM=OPT-6.7B, Params=0.2‰2025.09 | 95.1 | 78.3 | |
| LoRALLM=OPT-1.3B, Params=1.2‰2025.09 | 93.6 | 73.2 | |
| bvLLM=OPT-1.3B, Params=0.04‰2025.09 | 93.1 | 71.5 | |
| PrefixLLM=OPT-1.3B, Params=0.4‰2025.09 | 91.9 | 63.9 | |
| ICLLLM=OPT-6.7B, Params=0‰2025.09 | 84.6 | 65.7 | |
| ICLLLM=OPT-1.3B, Params=0‰2025.09 | 80.3 | 53 | |
| bqLLM=OPT-6.7B, Params=0.02‰2025.09 | 80.3 | 62.4 | |
| bqLLM=OPT-1.3B, Params=0.04‰2025.09 | 72.7 | 55.6 | |
| bkLLM=OPT-6.7B, Params=0.02‰2025.09 | 61.2 | 54.8 | |
| Zero-ShotLLM=OPT-6.7B, Params=0‰2025.09 | 61.2 | 55.2 | |
| bkLLM=OPT-1.3B, Params=0.04‰2025.09 | 53.5 | 53.1 | |
| Zero-ShotLLM=OPT-1.3B, Params=0‰2025.09 | 53.5 | 53 |