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Papers Benchmarks Datasets Tasks

Sequential Recommendation research benchmarks – Page 16 · SOTA2 Research

Sequential Recommendation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Amazon Movie Original (test)

3.72NDCG@5

7

Apr 28, 2026

Amazon Movie 10% Noise (test)

3NDCG@5

7

Apr 28, 2026

Cold-Start users (1,943 users with sequence length = 2)

37.59Hit Rate @ 1

7

Apr 16, 2026

Private online recommendation platform 2024/06/07-2024/06/13 (online evaluation)

1.27Relative Improvement (%)

7

Apr 3, 2026

Minimal Production

66.8AUC

7

Mar 27, 2026

41.92NDCG@10

7

Mar 27, 2026

0.052NDCG@10

7

Mar 5, 2026

Amazon Movies&TV

71.55H@500

7

Feb 26, 2026

66.43H@500

7

Feb 26, 2026

Amazon Baby (test)

0.068HR@20

7

Feb 26, 2026

Amazon Cell Phone (test)

15.7HR@20

7

Feb 26, 2026

Toys In-domain (test)

6.84Recall@5

7

Feb 26, 2026

Sports In-domain (test)

0.038Recall@5

7

Feb 26, 2026

Beauty In-domain (test)

6.07Recall@5

7

Feb 26, 2026

Amazon Toys 2018 (test)

6.63Recall@10

7

Feb 26, 2026

Amazon Beauty 2018 (test)

0.069Recall@10

7

Feb 26, 2026

Amazon Sports 2018 (test)

3.95Recall@10

7

Feb 26, 2026

Amazon Baby Products 2023 (test)

0.016Recall@10

7

Feb 26, 2026

Amazon Beauty 2023 (test)

3.87Recall@10

7

Feb 26, 2026

0.157HR@10

7

Feb 26, 2026

23.5HR@10

7

Feb 26, 2026

0.356HR@10

7

Feb 26, 2026

0.043Recall@10

7

Feb 26, 2026

453Trials Count

6

Jun 4, 2026

464# Trials

6

Jun 4, 2026

Page 16 of 19

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