Reading goal decoding on OneStop Eye Movements 1.0 (All)
91.3AccuracyLogistic Ensemble
Evaluation results
| Method | Links | |
|---|---|---|
| Logistic EnsembleGaze Representation=None, Text Representation=None2024.10 | 91.3 | |
| ROBERTa-Eye-FGaze Representation=Fixations, Text Representation=Emb+LF2024.10 | 90.3 | |
| PostFusion-EyeGaze Representation=Fixations, Text Representation=Emb+LF2024.10 | 89.3 | |
| ViTGaze Representation=Scanpath Image, Text Representation=None2024.10 | 67.3 | |
| ConvNext v2Gaze Representation=Scanpath Image, Text Representation=None2024.10 | 66.9 | |
| BEyeLSTMGaze Representation=Fixations, Text Representation=LF2024.10 | 66.2 | |
| BEyeLSTMGaze Representation=Fixations, Text Representation=None2024.10 | 65.9 | |
| ROBERTa-Eye-WGaze Representation=Words, Text Representation=Emb+LF2024.10 | 63.5 | |
| Log. RegressionGaze Representation=Global, Text Representation=None2024.10 | 61.5 | |
| Haller RNNGaze Representation=Fixations, Text Representation=Emb2024.10 | 61.3 | |
| Reading TimeGaze Representation=None, Text Representation=None2024.10 | 59 | |
| PLM-ASGaze Representation=Fixations Order, Text Representation=Emb2024.10 | 59 | |
| EyettentionGaze Representation=Fixations, Text Representation=Emb+LF2024.10 | 55.8 | |
| MAG-EyeGaze Representation=Words, Text Representation=Emb+LF2024.10 | 52.1 | |
| Majority Class / ChanceGaze Representation=None, Text Representation=None2024.10 | 50 |