Classification on Classification task dataset
31.3Tok-F1LatentQA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LatentQADonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 31.3 | 28.5 | |
| AODonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 31.1 | 28.5 | |
| UAVDonor=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=Full2026.05 | 30.9 | 28.4 | |
| UAVDonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=0, Adaptation Protocol=Full2026.05 | 30.7 | 28.3 | |
| UAVDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=AOT from Llama2026.05 | 29.8 | 27.6 | |
| UAVDonor=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=AOT from Qwen2026.05 | 29.8 | 27.3 | |
| AODonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 29.2 | 27.9 | |
| UAVDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=Full2026.05 | 29.1 | 27.1 | |
| LatentQADonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 28.4 | 26.6 | |
| PatchScopeDonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 15.6 | 19.2 | |
| PatchScopeDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 12.6 | 19 | |
| SelfIEDonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=32026.05 | 12.3 | 16.4 | |
| SelfIEDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=32026.05 | 12.2 | 18.7 |