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Generative QA Protocol Gist Summarization

0.284ROUGE-LLatentQA
0.093680.143090.19250.24191May 25, 2026

Evaluation results

MethodLinks
LatentQADonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.050.2840.317
UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Llama, Injected Layer=02026.050.2810.326
UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.050.2730.323
AODonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.050.2710.312
UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.050.270.319
LatentQADonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.050.2690.309
UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Qwen, Injected Layer=02026.050.2660.308
UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Adaptation Protocol=Full, Injected Layer=02026.050.2640.317
AODonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.050.2390.27
PatchScopeDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.050.114-0.009
SelfIEDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=32026.050.113-0.005
PatchScopeDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.050.103-0.077
SelfIEDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=32026.050.101-0.087