Generative QA Protocol Fact Retrieval
29.5ROUGE-LUAV
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Adaptation Protocol=Full, Injected Layer=02026.05 | 29.5 | 0.421 | |
| LatentQADonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 28 | 0.408 | |
| UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.05 | 26.5 | 0.402 | |
| AODonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 26.3 | 0.397 | |
| UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Qwen, Injected Layer=02026.05 | 24 | 0.381 | |
| UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Llama, Injected Layer=02026.05 | 23.9 | 0.372 | |
| UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.05 | 23.3 | 0.374 | |
| LatentQADonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 20 | 0.349 | |
| AODonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 12.9 | 0.158 | |
| SelfIEDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=32026.05 | 2.2 | -0.285 | |
| SelfIEDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=32026.05 | 1.9 | -0.343 | |
| PatchScopeDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 1.8 | -0.34 | |
| PatchScopeDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 1.7 | -0.322 |