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Papers Benchmarks Datasets Tasks

CTR Prediction research benchmarks – Page 5 · SOTA2 Research

CTR Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.702AUC

8

Feb 26, 2026

0.864AUC

8

Feb 26, 2026

Pixel-1M last interaction per user (test)

63.11AUC

7

Jun 30, 2026

Amazon Review Toys last interaction per user (test)

78.15AUC

7

Jun 30, 2026

Amazon Review Clothing last interaction per user (test)

74.43AUC

7

Jun 30, 2026

Amazon Review Beauty last interaction per user (test)

91.13AUC

7

Jun 30, 2026

Amazon Review Sports last interaction per user (test)

0.843AUC

7

Jun 30, 2026

0.11Inference Latency

7

Feb 26, 2026

KKBox first epoch (train)

23Training Time

7

Feb 26, 2026

Criteo (offline)

0.799AUC

7

Feb 26, 2026

Avazu (offline)

78.56AUC

7

Feb 26, 2026

Huawei Private Dataset (test)

AutoDeepFM(2nd)

0.898AUC

7

Feb 26, 2026

Avazu (20% test)

0.782AUC

7

Feb 26, 2026

Dianping-Food (test)

0.85AUC

7

Feb 26, 2026

0.887AUC

7

Feb 26, 2026

0.729AUC

7

Feb 26, 2026

Microsoft Store (test)

85.086AUC (All)

6

Jun 15, 2026

Internal Production Advertising Dataset

V1-TQ-Ember(Affine + Quadratic)

-0.25CTR N.E.

6

May 26, 2026

Tmall Industrial Dataset Head June 2025 to August 2025 (test)

75.43AUC

6

May 25, 2026

Copilot style MSN scenario

0.726AUC

6

Mar 4, 2026

MSN scenario Classic style

86.9AUC

6

Mar 4, 2026

61.54GAUC

6

Feb 26, 2026

0.638GAUC

6

Feb 26, 2026

Xiaohongshu Ads platform (offline)

78.26AUC

6

Feb 26, 2026

Taobao Offline (test)

0.789AUC

6

Feb 26, 2026

Page 5 of 7

Popular datasets

MovieLens Amazon Review Taobao News Recommendation Production System Amazon

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