Overall Generation Quality on Generative QA Protocol Overall
28.6ROUGE-LUAV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Adaptation Protocol=Full, Injected Layer=02026.05 | 28.6 | 0.379 | |
| LatentQADonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 28.5 | 0.37 | |
| UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.05 | 27.4 | 0.369 | |
| AODonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 27.3 | 0.362 | |
| UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Llama, Injected Layer=02026.05 | 26 | 0.347 | |
| UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Qwen, Injected Layer=02026.05 | 25.7 | 0.346 | |
| UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.05 | 25.4 | 0.344 | |
| LatentQADonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 23.5 | 0.327 | |
| AODonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 19.8 | 0.234 | |
| PatchScopeDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 7.1 | -0.147 | |
| SelfIEDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=32026.05 | 6.6 | -0.136 | |
| PatchScopeDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 6.5 | -0.19 | |
| SelfIEDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=32026.05 | 6.4 | -0.199 |