EEG-to-Text Retrieval on Audio EEG (test)
47.4MRRBPR Neural Model (Combined)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BPR Neural Model (Combined)Training=Combined, Pooling=CLS2026.01 | 47.4 | 31.4 | 67.1 | 85.8 | |
| BM25Pooling=BM25, Training=Text-Only Baseline2026.01 | 42.8 | 34.2 | 49.9 | 54.2 | |
| BPR Neural Model (Individual)Training=Individual, Pooling=CLS2026.01 | 36.2 | 22 | 52.3 | 66.8 | |
| BPR Neural Model (Individual)Training=Individual, Pooling=MAX2026.01 | 34.8 | 21.2 | 49.4 | 63.4 | |
| ColBERTPooling=ColBERT, Training=Text-Only Baseline2026.01 | 29.6 | 17.8 | 40.7 | 52.6 | |
| BPR Neural Model (Combined)Training=Combined, Pooling=MAX2026.01 | 26.8 | 18 | 33.5 | 44.3 | |
| BPR Neural Model (Individual)Training=Individual, Pooling=MULTI2026.01 | 23.4 | 13.1 | 32.9 | 44.6 | |
| BPR Neural Model (Combined)Training=Combined, Pooling=MULTI2026.01 | 23.1 | 15.3 | 28.9 | 37.8 | |
| BPR Neural Model (Combined)Training=Combined, Pooling=MEAN2026.01 | 16.5 | 9.2 | 21.2 | 29.1 | |
| BPR Neural Model (Individual)Training=Individual, Pooling=MEAN2026.01 | 16.2 | 7.5 | 23.3 | 34 | |
| Random Noise BaselinePooling=NOISE, Training=Random2026.01 | 1 | 0.2 | 0.6 | 1.3 |