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Models/FREEDOM (ResNet50 + Sentence Bert)

FREEDOM (ResNet50 + Sentence Bert)

Reported on 12 benchmarks across 1 task · 1 paper · 2 SOTA

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

Knowledge Base12 results

Recommendation SystemsonAmazon Digital Music
nDCG· 2024-09-24
16.15
best: 16.58 (LATTICE (AltCLIP))
SOTA
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Beauty
nDCG· 2024-09-24
7.24
SOTA
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Digital Music
Hit Ratio· 2024-09-24
43.46
best: 44.69 (LATTICE (AltCLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Digital Music
Recall· 2024-09-24
29.05
best: 30.19 (LATTICE (AltCLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Baby
Hit Ratio· 2024-09-24
14.28
best: 14.45 (FREEDOM (CLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Baby
Recall· 2024-09-24
8.81
best: 8.95 (FREEDOM (CLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Baby
nDCG· 2024-09-24
4.31
best: 4.36 (FREEDOM (CLIP))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Toys & Games
Hit Ratio· 2024-09-24
20.64
best: 20.7 (FREEDOM (MMFashion + Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Toys & Games
Recall· 2024-09-24
13.67
best: 13.73 (FREEDOM (MMFashion + Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Toys & Games
nDCG· 2024-09-24
7.04
best: 7.1 (FREEDOM (MMFashion + Sentence Bert))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Beauty
Hit Ratio· 2024-09-24
21.11
best: 21.31 (LATTICE (ALIGN))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857
Recommendation SystemsonAmazon Beauty
Recall· 2024-09-24
13.85
best: 13.93 (LATTICE (ALIGN))
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation arXiv:2409.15857