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Models/BPRMF

BPRMF

Reported on 12 benchmarks across 1 task · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Knowledge Base12 results

  • Recommendation SystemsonAmazon Office Products
    Hit Ratio· 2024-09-24
    19.7
    best: 25.88 (FREEDOM (CLIP))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Office Products
    Recall· 2024-09-24
    11.28
    best: 15.75 (LATTICE (ResNet50+ Sentence Bert))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Office Products
    nDCG· 2024-09-24
    5.35
    best: 7.71 (LATTICE (ResNet50+ Sentence Bert))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Baby
    Hit Ratio· 2024-09-24
    9.04
    best: 14.45 (FREEDOM (CLIP))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Baby
    Recall· 2024-09-24
    5.48
    best: 8.95 (FREEDOM (CLIP))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Baby
    nDCG· 2024-09-24
    2.67
    best: 4.36 (FREEDOM (CLIP))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Toys & Games
    Hit Ratio· 2024-09-24
    14.75
    best: 20.7 (FREEDOM (MMFashion + Sentence Bert))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Toys & Games
    Recall· 2024-09-24
    9.51
    best: 13.73 (FREEDOM (MMFashion + Sentence Bert))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Toys & Games
    nDCG· 2024-09-24
    5.02
    best: 7.1 (FREEDOM (MMFashion + Sentence Bert))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Beauty
    Hit Ratio· 2024-09-24
    16.55
    best: 21.31 (LATTICE (ALIGN))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Beauty
    Recall· 2024-09-24
    10.72
    best: 13.93 (LATTICE (ALIGN))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857
  • Recommendation SystemsonAmazon Beauty
    nDCG· 2024-09-24
    5.36
    best: 7.24 (FREEDOM (ResNet50 + Sentence Bert))
    Ducho meets Elliot: Large-scale Benchmarks for Multimodal RecommendationarXiv:2409.15857