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ResearchFormerly WizWand

Overall Generation Quality on Generative QA Protocol Overall

28.6ROUGE-LUAV
5.51211.50617.523.494May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Adaptation Protocol=Full, Injected Layer=02026.0528.60.379
LatentQADonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.0528.50.37
UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.0527.40.369
AODonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.0527.30.362
UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Llama, Injected Layer=02026.05260.347
UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Qwen, Injected Layer=02026.0525.70.346
UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.0525.40.344
LatentQADonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.0523.50.327
AODonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.0519.80.234
PatchScopeDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.057.1-0.147
SelfIEDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=32026.056.6-0.136
PatchScopeDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.056.5-0.19
SelfIEDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=32026.056.4-0.199