Collaborative Filtering on Electronics (R@20, N@20)
6.67R@20ASPIRE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ASPIREAdapter=Whitening Init, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=SFR-Emb2026.04 | 6.67 | 3.05 | |
| ASPIREAdapter=Whitening Init, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=MiniLM-L62026.04 | 6.64 | 3.01 | |
| Avg-PAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=SFR-Emb2026.04 | 6.55 | 3.01 | |
| ASPIREAdapter=Whitening Init, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=Qwen2.5-7B2026.04 | 6.53 | 2.97 | |
| Avg-PAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=MiniLM-L62026.04 | 6.49 | 3 | |
| Naive-LAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=SFR-Emb2026.04 | 6.43 | 2.93 | |
| Avg-PAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=Qwen2.5-7B2026.04 | 6.35 | 2.92 | |
| Naive-LAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=MiniLM-L62026.04 | 6.34 | 2.88 | |
| ASPIREAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=SFR-Emb2026.04 | 6.21 | 2.8 | |
| Avg-PAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=SFR-Emb2026.04 | 6.19 | 2.78 | |
| ASPIREAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=Qwen2.5-7B2026.04 | 6.16 | 2.78 | |
| Naive-LAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=Qwen2.5-7B2026.04 | 6.12 | 2.77 | |
| Avg-PAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=Qwen2.5-7B2026.04 | 5.88 | 2.62 | |
| ASPIREAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=MiniLM-L62026.04 | 5.82 | 2.58 | |
| Naive-LAdapter=MLP Proj, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=SFR-Emb2026.04 | 5.61 | 2.52 | |
| Avg-PAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=MiniLM-L62026.04 | 5.4 | 2.41 | |
| Naive-LAdapter=MLP Proj, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=Qwen2.5-7B2026.04 | 5.2 | 2.3 | |
| Naive-LAdapter=MLP Proj, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=MiniLM-L62026.04 | 4.97 | 2.21 |