Reading goal decoding on OneStop Eye Movements 1.0
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 | 89.9 | |
| PostFusion-EyeGaze Representation=Fixations, Text Representation=Emb+LF2024.10 | 88.5 | |
| BEyeLSTMGaze Representation=Fixations, Text Representation=None2024.10 | 71.5 | |
| BEyeLSTMGaze Representation=Fixations, Text Representation=LF2024.10 | 71.4 | |
| ViTGaze Representation=Scanpath Image, Text Representation=None2024.10 | 70.6 | |
| ConvNext v2Gaze Representation=Scanpath Image, Text Representation=None2024.10 | 70.4 | |
| ROBERTa-Eye-WGaze Representation=Words, Text Representation=Emb+LF2024.10 | 64.6 | |
| Log. RegressionGaze Representation=Global, Text Representation=None2024.10 | 62.4 | |
| Haller RNNGaze Representation=Fixations, Text Representation=Emb2024.10 | 61.7 | |
| Reading TimeGaze Representation=None, Text Representation=None2024.10 | 59 | |
| PLM-ASGaze Representation=Fixations Order, Text Representation=Emb2024.10 | 58.6 | |
| 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 |