Generative QA Protocol Gist Summarization
0.284ROUGE-LLatentQA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LatentQADonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 0.284 | 0.317 | |
| UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Llama, Injected Layer=02026.05 | 0.281 | 0.326 | |
| UAVDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.05 | 0.273 | 0.323 | |
| AODonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 0.271 | 0.312 | |
| UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=Full, Injected Layer=02026.05 | 0.27 | 0.319 | |
| LatentQADonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 0.269 | 0.309 | |
| UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Adaptation Protocol=AOT from Qwen, Injected Layer=02026.05 | 0.266 | 0.308 | |
| UAVDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Adaptation Protocol=Full, Injected Layer=02026.05 | 0.264 | 0.317 | |
| AODonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 0.239 | 0.27 | |
| PatchScopeDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 0.114 | -0.009 | |
| SelfIEDonor Model=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=32026.05 | 0.113 | -0.005 | |
| PatchScopeDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 0.103 | -0.077 | |
| SelfIEDonor Model=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=32026.05 | 0.101 | -0.087 |