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Papers Benchmarks Datasets Tasks

CTR Prediction research benchmarks – Page 2 · SOTA2 Research

CTR Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

OneTrans (Mix Seq + TAPF)

0.885AUC

20

Jun 16, 2026

Amazon-Review Automotive (test)

0.654AUC

20

Feb 26, 2026

Amazon-Review Beauty (test)

0.634AUC

20

Feb 26, 2026

Amazon-Review Appliances (test)

0.688AUC

20

Feb 26, 2026

Avazu, Criteo, MovieLens, Frappe Average

28.05Avg Rel LogLoss Imp

20

Feb 26, 2026

0.84AUC

19

Feb 26, 2026

MovieLens 1M (test)

94.49AUC

19

Feb 26, 2026

0.955AUC

18

May 18, 2026

Industrial dataset

69.96CTR AUC

18

Apr 20, 2026

Industrial max sequence length 1,600 (test)

0.725AUC

18

Mar 16, 2026

Taobao latest 600 clicked items (test)

63.88AUC

18

Mar 16, 2026

Average across all four datasets (Criteo, Avazu, KDD12, Industrial)

3.23Δ AUC

17

May 26, 2026

0.72AUC

17

Apr 23, 2026

96.45AUC

17

Feb 26, 2026

0.746AUC

17

Feb 26, 2026

0.741AUC

17

Feb 26, 2026

MovieLens 20M (test)

97.9AUC

17

Feb 26, 2026

80.3AUC

17

Feb 26, 2026

Amazon Electronics

0.865AUC

16

May 29, 2026

Amazon Instrument

0.718AUC

16

Feb 26, 2026

0.752AUC

16

Feb 26, 2026

91.17AUC

16

Feb 26, 2026

Criteo, Avazu, Malware, Frappe, ML-tag (averaged)

0.28Avg AUC

16

Feb 26, 2026

Alibaba Dataset (test)

0.654AUC

16

Feb 26, 2026

MovieLens (Phase-III)

80.69AUC

14

Feb 26, 2026

Page 2 of 7

Popular datasets

MovieLens Amazon Review Taobao News Recommendation Production System Amazon

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