Correctness Prediction on TruthfulQA (AUROC)
0.7272AUROCHybridGrad
Evaluation Results
| Method | Links | |
|---|---|---|
| HybridGradModel=Mistral-Nemo-Instruct12B2026.05 | 0.7272 | |
| SemGradModel=Mistral-Nemo-Instruct12B2026.05 | 0.7227 | |
| ParaGradModel=Mistral-Nemo-Instruct12B2026.05 | 0.7054 | |
| HybridGradModel=Qwen3-Instruct4B2026.05 | 0.6961 | |
| SemGradModel=Llama3.1-Instruct8B2026.05 | 0.6942 | |
| HybridGradModel=Llama3.1-Instruct8B2026.05 | 0.6925 | |
| SemGradModel=Qwen3-Instruct4B2026.05 | 0.6906 | |
| SARModel=Mistral-Nemo-Instruct12B2026.05 | 0.6855 | |
| SARModel=Qwen3-Instruct4B2026.05 | 0.6798 | |
| DegModel=Mistral-Nemo-Instruct12B2026.05 | 0.6727 | |
| Self-ConModel=Mistral-Nemo-Instruct12B2026.05 | 0.6703 | |
| S.E.Model=Mistral-Nemo-Instruct12B2026.05 | 0.6671 | |
| ExGradModel=Mistral-Nemo-Instruct12B2026.05 | 0.664 | |
| ParaGradModel=Qwen3-Instruct4B2026.05 | 0.664 | |
| LN-PEModel=Mistral-Nemo-Instruct12B2026.05 | 0.6629 | |
| M.I.Model=Mistral-Nemo-Instruct12B2026.05 | 0.6606 | |
| LN-PEModel=Qwen3-Instruct4B2026.05 | 0.6478 | |
| SARModel=Llama3.1-Instruct8B2026.05 | 0.6444 | |
| Self-ConModel=Qwen3-Instruct4B2026.05 | 0.6426 | |
| M.I.Model=Llama3.1-Instruct8B2026.05 | 0.6425 | |
| ParaGradModel=Llama3.1-Instruct8B2026.05 | 0.6391 | |
| ExGradModel=Qwen3-Instruct4B2026.05 | 0.6377 | |
| M.I.Model=Qwen3-Instruct4B2026.05 | 0.6375 | |
| G-NLLModel=Mistral-Nemo-Instruct12B2026.05 | 0.6367 | |
| LN-PEModel=Llama3.1-Instruct8B2026.05 | 0.6338 | |
| DegModel=Qwen3-Instruct4B2026.05 | 0.633 | |
| S.D.Model=Mistral-Nemo-Instruct12B2026.05 | 0.6311 | |
| S.E.Model=Qwen3-Instruct4B2026.05 | 0.631 | |
| Epi. & Alea.2026.03 | 0.63 | |
| INSIDEModel=Qwen3-Instruct4B2026.05 | 0.6229 | |
| INSIDEModel=Mistral-Nemo-Instruct12B2026.05 | 0.6221 | |
| ExGradModel=Llama3.1-Instruct8B2026.05 | 0.62 | |
| G-NLLModel=Qwen3-Instruct4B2026.05 | 0.6044 | |
| Aleatoric2026.03 | 0.6 | |
| S.E.Model=Llama3.1-Instruct8B2026.05 | 0.5959 | |
| DegModel=Llama3.1-Instruct8B2026.05 | 0.5912 | |
| S.D.Model=Llama3.1-Instruct8B2026.05 | 0.5775 | |
| S.D.Model=Qwen3-Instruct4B2026.05 | 0.576 | |
| G-NLLModel=Llama3.1-Instruct8B2026.05 | 0.5751 | |
| Self-ConModel=Llama3.1-Instruct8B2026.05 | 0.5678 | |
| P(True)2026.03 | 0.55 | |
| Epistemic2026.03 | 0.55 | |
| INSIDEModel=Llama3.1-Instruct8B2026.05 | 0.545 | |
| P(True)Model=Llama3.1-Instruct8B2026.05 | 0.5415 | |
| Sem. Entropy2026.03 | 0.54 | |
| P(True)Model=Mistral-Nemo-Instruct12B2026.05 | 0.5375 | |
| Naïve Entropy2026.03 | 0.51 | |
| P(True)Model=Qwen3-Instruct4B2026.05 | 0.4917 |