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Papers Benchmarks Datasets Tasks

Recommendation research benchmarks – Page 21 · SOTA2 Research

Recommendation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Netflix strong generalization

36.58R@20

7

Mar 10, 2026

ML20M strong generalization

DEQL(L2+zero-diag)

39.34Recall@20

7

Mar 10, 2026

Gowalla strong generalization 1

22.88R@20

7

Mar 10, 2026

Beauty strong generalization

13.91Recall@20

7

Mar 10, 2026

Games strong generalization

29.98Recall@20

7

Mar 10, 2026

Amazon Movies & TVs

Best Recommendation Performance

0.25NDCG

7

Apr 1, 2026

Amazon Software (test)

67.65NDCG@1

7

Feb 26, 2026

Amazon Video Games (test)

0.672NDCG@1

7

Feb 26, 2026

35.52MRR@10

7

Feb 26, 2026

15.95MRR@10

7

Feb 26, 2026

0.527HR@5

7

Feb 26, 2026

0.428HR@5

7

Feb 26, 2026

45.88HR@5

7

Feb 26, 2026

Amazon Books 16

0.502HR@5

7

Feb 26, 2026

53HR@5

7

Feb 26, 2026

49.41HR@5

7

Feb 26, 2026

0.037Recall@10

7

Feb 26, 2026

ReDial Cold start

3.9R@1

7

Feb 26, 2026

MovieLens (test)

0.419RMSE

7

Feb 26, 2026

19.52R@1

7

Feb 26, 2026

28.95Recall@1

7

Feb 26, 2026

40.6Hit@10

6

Jul 3, 2026

55.9Hit@10

6

Jul 3, 2026

34.2Hit@10

6

Jul 3, 2026

54.3Hit Rate@10

6

Jul 3, 2026

Page 21 of 29

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MovieLens Amazon Yelp Beauty Gowalla

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