Classification on PPDB
3.9ECECaliDist (Pr.)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CaliDist (Pr.)LLM=Phi-4-mini (3.8B)2026.06 | 3.9 | 16.69 | |
| CaliDist (As.)LLM=Phi-4-mini (3.8B)2026.06 | 4.06 | 16.81 | |
| CaliDist (Pr.)LLM=Gemma-3 (4B)2026.06 | 6.61 | 20.21 | |
| CaliDist (Sa.)LLM=Phi-4-mini (3.8B)2026.06 | 6.95 | 16.73 | |
| Temperature ScalingLLM=Phi-4-mini (3.8B)2026.06 | 7.46 | 17.29 | |
| CaliDist (Sa.)LLM=Gemma-3 (4B)2026.06 | 7.66 | 19.41 | |
| CaliDist (As.)LLM=Gemma-3 (4B)2026.06 | 7.91 | 20.47 | |
| VanillaLLM=Phi-4-mini (3.8B)2026.06 | 15.82 | 19.14 | |
| ConsistencyLLM=Phi-4-mini (3.8B)2026.06 | 17.01 | 20 | |
| FSDLLM=Phi-4-mini (3.8B)2026.06 | 17.45 | 20.29 | |
| EntropyLLM=Phi-4-mini (3.8B)2026.06 | 21.03 | 22.69 | |
| Temperature ScalingLLM=Gemma-3 (4B)2026.06 | 27.02 | 27.39 | |
| ConsistencyLLM=Gemma-3 (4B)2026.06 | 27.79 | 28.24 | |
| VanillaLLM=Gemma-3 (4B)2026.06 | 27.81 | 28.14 | |
| FSDLLM=Gemma-3 (4B)2026.06 | 28.37 | 28.43 | |
| EntropyLLM=Gemma-3 (4B)2026.06 | 28.93 | 28.87 |