Collaborative Filtering on Baby (R@20, N@20)
9.8R@20ASPIRE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASPIREAdapter=Whitening Init, Backbone=SFR-Emb, Metric Stability=✓, Filter Stability=✓, Filter Learnability=✓2026.04 | 9.8 | 4.3 | |
| Naive-LAdapter=Whitening Init, Backbone=SFR-Emb, Metric Stability=✗, Filter Stability=✗, Filter Learnability=✓2026.04 | 9.68 | 4.3 | |
| Avg-PAdapter=Whitening Init, Backbone=SFR-Emb, Metric Stability=✗, Filter Stability=✓, Filter Learnability=✗2026.04 | 9.61 | 4.24 | |
| ASPIREAdapter=Whitening Init, Backbone=Qwen2.5-7B, Metric Stability=✓, Filter Stability=✓, Filter Learnability=✓2026.04 | 9.52 | 4.18 | |
| ASPIREAdapter=Whitening Init, Backbone=MiniLM-L6, Metric Stability=✓, Filter Stability=✓, Filter Learnability=✓2026.04 | 9.49 | 4.15 | |
| ASPIREAdapter=MLP Proj, Backbone=MiniLM-L6, Metric Stability=✓, Filter Stability=✓, Filter Learnability=✓2026.04 | 9.35 | 4.09 | |
| Avg-PAdapter=Whitening Init, Backbone=Qwen2.5-7B, Metric Stability=✗, Filter Stability=✓, Filter Learnability=✗2026.04 | 9.31 | 4.07 | |
| Naive-LAdapter=Whitening Init, Backbone=Qwen2.5-7B, Metric Stability=✗, Filter Stability=✗, Filter Learnability=✓2026.04 | 9.29 | 4.03 | |
| Avg-PAdapter=Whitening Init, Backbone=MiniLM-L6, Metric Stability=✗, Filter Stability=✓, Filter Learnability=✗2026.04 | 9.28 | 4.07 | |
| ASPIREAdapter=MLP Proj, Backbone=Qwen2.5-7B, Metric Stability=✓, Filter Stability=✓, Filter Learnability=✓2026.04 | 9.28 | 4.04 | |
| Naive-LAdapter=Whitening Init, Backbone=MiniLM-L6, Metric Stability=✗, Filter Stability=✗, Filter Learnability=✓2026.04 | 9.27 | 4.07 | |
| ASPIREAdapter=MLP Proj, Backbone=SFR-Emb, Metric Stability=✓, Filter Stability=✓, Filter Learnability=✓2026.04 | 9.26 | 4.04 | |
| Avg-PAdapter=MLP Proj, Backbone=SFR-Emb, Metric Stability=✓, Filter Stability=✓, Filter Learnability=✗2026.04 | 8.89 | 3.9 | |
| Avg-PAdapter=MLP Proj, Backbone=Qwen2.5-7B, Metric Stability=✓, Filter Stability=✓, Filter Learnability=✗2026.04 | 8.59 | 3.74 | |
| Avg-PAdapter=MLP Proj, Backbone=MiniLM-L6, Metric Stability=✓, Filter Stability=✓, Filter Learnability=✗2026.04 | 8.31 | 3.6 | |
| Naive-LAdapter=MLP Proj, Backbone=SFR-Emb, Metric Stability=✗, Filter Stability=✗, Filter Learnability=✓2026.04 | 8.01 | 3.5 | |
| Naive-LAdapter=MLP Proj, Backbone=Qwen2.5-7B, Metric Stability=✗, Filter Stability=✗, Filter Learnability=✓2026.04 | 7.75 | 3.33 | |
| Naive-LAdapter=MLP Proj, Backbone=MiniLM-L6, Metric Stability=✗, Filter Stability=✗, Filter Learnability=✓2026.04 | 7.55 | 3.25 |