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ResearchFormerly WizWand

Collaborative Filtering on Electronics (R@20, N@20)

6.67R@20ASPIRE
4.9025.3615.826.279Apr 24, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ASPIREAdapter=Whitening Init, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=SFR-Emb2026.046.673.05
ASPIREAdapter=Whitening Init, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=MiniLM-L62026.046.643.01
Avg-PAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=SFR-Emb2026.046.553.01
ASPIREAdapter=Whitening Init, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=Qwen2.5-7B2026.046.532.97
Avg-PAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=MiniLM-L62026.046.493
Naive-LAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=SFR-Emb2026.046.432.93
Avg-PAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=Qwen2.5-7B2026.046.352.92
Naive-LAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=MiniLM-L62026.046.342.88
ASPIREAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=SFR-Emb2026.046.212.8
Avg-PAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=SFR-Emb2026.046.192.78
ASPIREAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=Qwen2.5-7B2026.046.162.78
Naive-LAdapter=Whitening Init, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=Qwen2.5-7B2026.046.122.77
Avg-PAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=Qwen2.5-7B2026.045.882.62
ASPIREAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✓, LLM Encoder=MiniLM-L62026.045.822.58
Naive-LAdapter=MLP Proj, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=SFR-Emb2026.045.612.52
Avg-PAdapter=MLP Proj, Metric Sta.=✓, Filter Sta.=✓, Filter Learn.=✗, LLM Encoder=MiniLM-L62026.045.42.41
Naive-LAdapter=MLP Proj, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=Qwen2.5-7B2026.045.22.3
Naive-LAdapter=MLP Proj, Metric Sta.=✗, Filter Sta.=✗, Filter Learn.=✓, LLM Encoder=MiniLM-L62026.044.972.21