Gist Summarization on Gist Summarization (Tok-F1, chrF)
30.6Tok-F1LatentQA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LatentQADonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 30.6 | 28 | |
| UAVDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=AOT from Llama2026.05 | 30.1 | 28.5 | |
| UAVDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=Full2026.05 | 29.7 | 28.3 | |
| UAVDonor=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=Full2026.05 | 29.3 | 27.7 | |
| AODonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 29.3 | 27.5 | |
| LatentQADonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 29 | 27.5 | |
| UAVDonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=0, Adaptation Protocol=Full2026.05 | 28.8 | 27.1 | |
| UAVDonor=Llama-3.1-8B-Instruct, Decoder=Qwen3-4B, Injected Layer=0, Adaptation Protocol=AOT from Qwen2026.05 | 28.5 | 27.5 | |
| AODonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 25.9 | 25.6 | |
| PatchScopeDonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=12026.05 | 13.8 | 18.2 | |
| SelfIEDonor=Llama-3.1-8B-Instruct, Decoder=Llama-8B, Injected Layer=32026.05 | 12.8 | 17.6 | |
| PatchScopeDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=12026.05 | 12 | 17.6 | |
| SelfIEDonor=Qwen3-4B-Instruct-2507, Decoder=Qwen3-4B, Injected Layer=32026.05 | 11.7 | 17.6 |