Reading goal decoding on OneStop Eye Movements New Participant
91.6AccuracyLogistic Ensemble
Evaluation Results
| Method | Links | |
|---|---|---|
| Logistic EnsembleGaze Representation=None, Text Representation=None2024.10 | 91.6 | |
| ROBERTa-Eye-FGaze Representation=Fixations, Text Representation=Emb+LF2024.10 | 90.9 | |
| PostFusion-EyeGaze Representation=Fixations, Text Representation=Emb+LF2024.10 | 90.3 | |
| ViTGaze Representation=Scanpath Image, Text Representation=None2024.10 | 64.4 | |
| ConvNext v2Gaze Representation=Scanpath Image, Text Representation=None2024.10 | 63.7 | |
| ROBERTa-Eye-WGaze Representation=Words, Text Representation=Emb+LF2024.10 | 62.5 | |
| BEyeLSTMGaze Representation=Fixations, Text Representation=LF2024.10 | 61.6 | |
| Haller RNNGaze Representation=Fixations, Text Representation=Emb2024.10 | 61.2 | |
| BEyeLSTMGaze Representation=Fixations, Text Representation=None2024.10 | 61 | |
| Log. RegressionGaze Representation=Global, Text Representation=None2024.10 | 60.6 | |
| PLM-ASGaze Representation=Fixations Order, Text Representation=Emb2024.10 | 59.5 | |
| Reading TimeGaze Representation=None, Text Representation=None2024.10 | 58.9 | |
| EyettentionGaze Representation=Fixations, Text Representation=Emb+LF2024.10 | 55.7 | |
| MAG-EyeGaze Representation=Words, Text Representation=Emb+LF2024.10 | 52.3 | |
| Majority Class / ChanceGaze Representation=None, Text Representation=None2024.10 | 50 |