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Multimodal Recommendation research benchmarks – Page 2 · SOTA2 Research

Multimodal Recommendation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

13.7Recall@10

14

May 19, 2026

Amazon Software

13.87Recall@10

14

Apr 30, 2026

6.62Recall@10

14

Apr 30, 2026

6.82Recall@10

14

Apr 30, 2026

12.71Recall@10

14

Apr 30, 2026

Kaggle Clothing, Shoes, and Jewelry LLaVA-covered

28.9Recall@5

12

Mar 16, 2026

Amazon Toys Zero-Shot (test)

14.66HR@5

12

Feb 26, 2026

Amazon Toys Few-Shot (test)

0.147HR (Top-5)

12

Feb 26, 2026

Amazon Sports Zero-Shot (test)

0.182HR @5

12

Feb 26, 2026

Amazon Sports Few-Shot (test)

18.28HR (Top-5)

12

Feb 26, 2026

Amazon Clothing Zero-Shot (test)

14.37HR @ 5

12

Feb 26, 2026

Amazon Clothing Few-Shot (test)

0.144HR (Top-5)

12

Feb 26, 2026

MicroLens MMREC framework implementation (8:1:1 test)

8.9Recall@10

11

Jul 7, 2026

Clothing MMREC framework implementation 8:1:1 (test)

7.14Recall@10

11

Jul 7, 2026

Sports 8:1:1 MMREC framework implementation (test)

8.19Recall@10

11

Jul 7, 2026

Baby MMREC framework implementation (test 8:1:1)

7.03Recall@10

11

Jul 7, 2026

Elec 8:1:1 split MMREC framework implementation (test)

4.98R@10

10

Jul 7, 2026

2.05Recall@3

9

Apr 28, 2026

2.14Recall@3

9

Apr 28, 2026

Amazon Electronics (test)

4.49Recall@10

9

Feb 26, 2026

0.063Recall@10

9

Feb 26, 2026

2.16Memory (GB)

9

Feb 26, 2026

2Memory (GB)

9

Feb 26, 2026

1.59Memory (GB)

9

Feb 26, 2026

20.17Performance Gap

6

Mar 4, 2026

Page 2 of 3

Popular datasets

Amazon Baby Sports Clothing Amazon Clothing

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