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Papers Benchmarks Datasets Tasks

Sequential Recommendation research benchmarks – Page 18 · SOTA2 Research

Sequential Recommendation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NetEase Cloud Music General Production Environment (Online A/B testing)

4.24Like Rate

4

Feb 26, 2026

12.45NDCG@20

4

Feb 26, 2026

73.95Hit Rate Mean

4

Feb 26, 2026

52.23Hit Mean

4

Feb 26, 2026

77.28Hit Rate Mean

4

Feb 26, 2026

2.64HR@5 (Bili Food)

3

Jun 30, 2026

Amazon M2 (test)

SASRec + LLM Distillation

37.61NDCG@10

3

Apr 24, 2026

SASRec + LLM Distillation

5.97NDCG@10

3

Apr 24, 2026

Amazon Toys 5-core (test)

3.56Recall@5

3

Apr 8, 2026

Amazon Sports 5-core (test)

2.34Recall@5

3

Apr 8, 2026

Amazon Beauty 5-core (test)

4.44Recall@5

3

Apr 8, 2026

32Epochs

3

Mar 30, 2026

13Epochs

3

Mar 30, 2026

H&M Fashion (test)

53.21Hit Rate@5

3

Mar 4, 2026

Amazon Video (test)

64.13Hit@5

3

Mar 4, 2026

Amazon Automotive (test)

45.15Hit Rate@5

3

Mar 4, 2026

Amazon Reviews Subscription Boxes

0.01NDCG@10

3

Feb 26, 2026

0.075H@10

3

Feb 26, 2026

Amazon Books (full-shuffle)

0.047HR@10

3

Feb 26, 2026

ML-1M (leave-one-out)

17.07HR@10

2

May 20, 2026

Amazon Science (test)

MergeRec (Layer-wise)

9.33NDCG@10

2

Feb 27, 2026

NetEase Cloud Music Genre-Specific Online A/B Production Environment (test)

410Like Rate

2

Feb 26, 2026

79.72Hit Mean

2

Feb 26, 2026

0.63HR@1

2

Feb 26, 2026

Meta Production Recommendation Dataset One-month A/B Test production baseline (online)

4.11Online C-Metric 1

1

Feb 26, 2026

Page 18 of 19

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