Language Understanding on MMLU (NLL)
0.94NLLPPT (Distribution) + TS
Evaluation results
| Method | Links | |
|---|---|---|
| PPT (Distribution) + TSBackbone=QWEN2-7B, Temperature Scaling=true2026.05 | 0.94 | |
| PPT (Distribution) + TSBackbone=LLAMA3-8B, Temperature Scaling=true2026.05 | 0.96 | |
| PPT (Distribution)Backbone=LLAMA3-8B, Temperature Scaling=false2026.05 | 1.01 | |
| Base + TSBackbone=LLAMA3-8B, Temperature Scaling=true2026.05 | 1.01 | |
| Base + TSBackbone=QWEN2-7B, Temperature Scaling=true2026.05 | 1.01 | |
| PPT (Distribution)Backbone=QWEN2-7B, Temperature Scaling=false2026.05 | 1.12 | |
| PPT (Mean)Backbone=LLAMA3-8B, Temperature Scaling=false2026.05 | 1.27 | |
| PPT (Mean)Backbone=QWEN2-7B, Temperature Scaling=false2026.05 | 1.67 | |
| BaseBackbone=LLAMA3-8B, Temperature Scaling=false2026.05 | 1.69 | |
| BaseBackbone=QWEN2-7B, Temperature Scaling=false2026.05 | 1.96 |