Ranking on NGR 33k (test)
0.771nDCG@5BGE-M3 (Student)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BGE-M3 (Student)Category=Teacher–Student Distillation, Cutoff=k=52026.02 | 0.771 | 0.614 | 0.313 | 0.377 | |
| Listwise (ListMLE)Category=Judge-B Supervised Ranking (Direct), Cutoff=k=52026.02 | 0.71 | 0.788 | 0.053 | 0.066 | |
| B-Score (Oracle y_B)Category=Judge Signals (Reference Only), Cutoff=k=52026.02 | 0.689 | 0.837 | 0.297 | 0.326 | |
| DPHCategory=Unsupervised Baselines, Cutoff=k=52026.02 | 0.616 | 0.501 | 0.071 | 0.086 | |
| BM25Category=Unsupervised Baselines, Cutoff=k=52026.02 | 0.615 | 0.851 | 0.134 | 0.206 | |
| Dirichlet LMCategory=Unsupervised Baselines, Cutoff=k=52026.02 | 0.612 | 0.502 | 0.064 | 0.078 | |
| Cross-Encoder (Teacher)Category=Judge Signals (Reference Only), Cutoff=k=52026.02 | 0.577 | 0.479 | 0.092 | 0.121 | |
| Neural PointwiseCategory=Judge-B Supervised Ranking (Direct), Cutoff=k=52026.02 | 0.574 | 0.489 | 0.016 | 0.02 | |
| RandomCategory=Unsupervised Baselines, Cutoff=k=52026.02 | 0.571 | 0.817 | — | — | |
| Neural PairwiseCategory=Judge-B Supervised Ranking (Direct), Cutoff=k=52026.02 | 0.568 | 0.799 | 0.089 | 0.116 |