Cognitive load assessment on CogLoad-Bench (test)
62.73AccuracyGazeMind
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GazeMindParadigm=ICL2026.05 | 62.73 | 62.58 | 61.77 | 62.11 | |
| GPT-4oParadigm=Zero-shot2026.05 | 39.62 | 40.81 | 40.61 | 38.98 | |
| Llama-3.3-70BParadigm=Zero-shot2026.05 | 39.3 | 37.11 | 37.05 | 36.82 | |
| Time-LLMParadigm=Supervised2026.05 | 38.11 | 34.78 | 34.72 | 33.6 | |
| LSTMParadigm=Supervised2026.05 | 37.96 | 35.99 | 35.87 | 35.48 | |
| MLPParadigm=Supervised2026.05 | 37.39 | 35.13 | 34.92 | 34.34 | |
| TransformerParadigm=Supervised2026.05 | 37.16 | 34.55 | 34.4 | 33.15 | |
| SVMParadigm=Supervised2026.05 | 36.62 | 34.89 | 34.86 | 34.12 | |
| TCNParadigm=Supervised2026.05 | 36.31 | 35.68 | 35.78 | 35.58 | |
| Decision TreeParadigm=Supervised2026.05 | 33.17 | 33.23 | 33.1 | 32.8 |