Late-Interaction Retrieval on REAL-MM-RAG & BEIR Average (test)
99.1Recall@1Col-Bandit
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Col-BanditCoverage=40%, Measure=Relative Retention (vs. Full ColBERT)2026.02 | 99.1 | 98.9 | 98.9 | |
| Col-BanditCoverage=20%, Measure=Relative Retention (vs. Full ColBERT)2026.02 | 98.9 | 98.7 | 98.7 | |
| Doc-TopMarginCoverage=40%, Measure=Relative Retention (vs. Full ColBERT)2026.02 | 90.8 | 91.9 | 91.9 | |
| Doc-TopMarginCoverage=20%, Measure=Relative Retention (vs. Full ColBERT)2026.02 | 81 | 82.1 | 82.1 | |
| Doc-UniformCoverage=40%, Measure=Relative Retention (vs. Full ColBERT)2026.02 | 74.9 | 74.6 | 74.6 | |
| Doc-UniformCoverage=20%, Measure=Relative Retention (vs. Full ColBERT)2026.02 | 55.9 | 55.6 | 55.6 | |
| Full ColBERTCoverage=100%2026.02 | 0.41 | 0.51 | 0.51 | |
| Col-BanditCoverage=40%2026.02 | 0.41 | 0.5 | 0.5 | |
| Col-BanditCoverage=20%2026.02 | 0.4 | 0.5 | 0.5 | |
| Doc-TopMarginCoverage=40%2026.02 | 0.37 | 0.47 | 0.47 | |
| Doc-TopMarginCoverage=20%2026.02 | 0.33 | 0.42 | 0.42 | |
| Doc-UniformCoverage=40%2026.02 | 0.31 | 0.38 | 0.38 | |
| Doc-UniformCoverage=20%2026.02 | 0.23 | 0.28 | 0.28 |