Fact Retrieval on Fact Retrieval
29.4Tok-F1UAV
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UAVDonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=0, Adaptation Protocol=Full2026.05 | 29.4 | 30.3 | |
| LatentQADonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 28 | 29.6 | |
| UAVDonor=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=Full2026.05 | 26.2 | 28.1 | |
| AODonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 26.2 | 27.7 | |
| UAVDonor=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=AOT from Qwen2026.05 | 23.9 | 25.7 | |
| UAVDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=AOT from Llama2026.05 | 23.6 | 25.2 | |
| UAVDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=Full2026.05 | 22.9 | 24.4 | |
| LatentQADonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 19.9 | 22.5 | |
| AODonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 13.1 | 18.7 | |
| SelfIEDonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=32026.05 | 2.2 | 7.4 | |
| SelfIEDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=32026.05 | 2 | 5.3 | |
| PatchScopeDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 1.9 | 5.5 | |
| PatchScopeDonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 1.8 | 6.6 |