EEG-to-Text Retrieval on Visual EEG (test)
49MRRColBERT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ColBERTPooling=ColBERT, Training=Text-Only Baseline2026.01 | 49 | 31.9 | 71 | 80.9 | |
| BPR Neural Model (Combined)Training=Combined, Pooling=MAX2026.01 | 46.5 | 31.3 | 64.6 | 80.3 | |
| BM25Pooling=BM25, Training=Text-Only Baseline2026.01 | 42 | 33.9 | 48.2 | 52.3 | |
| BPR Neural Model (Combined)Training=Combined, Pooling=MULTI2026.01 | 31.9 | 19 | 44 | 60.1 | |
| BPR Neural Model (Combined)Training=Combined, Pooling=MEAN2026.01 | 26.4 | 15.1 | 35.3 | 52.3 | |
| BPR Neural Model (Combined)Training=Combined, Pooling=CLS2026.01 | 25.6 | 14.1 | 35.1 | 51.5 | |
| BPR Neural Model (Individual)Training=Individual, Pooling=MAX2026.01 | 19.8 | 11.9 | 27.1 | 33.8 | |
| BPR Neural Model (Individual)Training=Individual, Pooling=MULTI2026.01 | 18 | 11.1 | 24.9 | 30 | |
| BPR Neural Model (Individual)Training=Individual, Pooling=CLS2026.01 | 13.9 | 7.4 | 19.2 | 26.2 | |
| BPR Neural Model (Individual)Training=Individual, Pooling=MEAN2026.01 | 7.3 | 3.3 | 9.2 | 13.7 | |
| Random Noise BaselinePooling=NOISE, Training=Random2026.01 | 1 | 0.2 | 0.6 | 1.3 |