Hallucination Detection on HaluBench (test)
86.96HELynx-8B
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Lynx-8BSize=8B2025.12 | 86.96 | 60.25 | 74.3 | 64.79 | 97.7 | 88.37 | 68.39 | 77.25 | |
| HDM-4B-RLSize=4B, Reasoning Mode=true2025.12 | 83.96 | 68.52 | 84.54 | 74.39 | 92.5 | 77.79 | 75.88 | 79.65 | |
| o4-miniSize=-, Reasoning Mode=true2025.12 | 83.23 | 71.89 | 88.9 | 76.28 | 94.19 | 85.95 | 77.88 | 82.62 | |
| GPT-4.1Size=-, Reasoning Mode=true2025.12 | 82.95 | 62.58 | 60.79 | 66.91 | 90.75 | 88.17 | 75.41 | 75.37 | |
| HDM-4B-RLSize=4B, Reasoning Mode=false2025.12 | 82.84 | 63.74 | 57.83 | 50.85 | 84.21 | 80.67 | 70.75 | 70.13 | |
| Qwen3-32BSize=32B, Reasoning Mode=false2025.12 | 80.92 | 57.83 | 69.59 | 70.61 | 83.94 | 83.43 | 72.61 | 74.13 | |
| Bespoke-MiniCheck-7BSize=7B2025.12 | 79.73 | 53.08 | 50.38 | 64.78 | 88.1 | 64.75 | 78.56 | 68.48 | |
| Qwen3-32BSize=32B, Reasoning Mode=true2025.12 | 77.63 | 69.36 | 86.58 | 80.1 | 92.99 | 87.1 | 78.16 | 81.7 | |
| Qwen3-4BSize=4B, Reasoning Mode=true2025.12 | 75.15 | 61.28 | 82.98 | 76.19 | 87.61 | 77.72 | 76.26 | 76.74 | |
| Alignscore-LargeSize=355M2025.12 | 74.1 | 56.77 | 41.93 | 50.9 | 64.11 | 61.05 | 65.6 | 59.21 | |
| Qwen3-4BSize=4B, Reasoning Mode=false2025.12 | 73.64 | 58.25 | 56.72 | 52.29 | 78.26 | 68.83 | 66.43 | 64.92 | |
| MiniCheck-Flan-T5-LargeSize=783M2025.12 | 66.85 | 53.65 | 42.46 | 49.74 | 75.48 | 71.72 | 76.2 | 62.3 | |
| HHEMSize=110M2025.12 | 66.59 | 73.72 | 40.85 | 46.55 | 57.48 | 57.22 | 61 | 57.63 | |
| FactCG-DeBERTa-v3-LargeSize=435M2025.12 | 66.29 | 52.28 | 42.03 | 48.67 | 78.48 | 59.56 | 61 | 58.33 |