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Papers Benchmarks Datasets Tasks

Rating Prediction research benchmarks – Page 2 · SOTA2 Research

Rating Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.609MAE

10

Jun 26, 2026

Epinions (80% train)

0.817MAE

9

Feb 26, 2026

Epinions (60% train)

0.844MAE

9

Feb 26, 2026

Ciao (80% train)

0.739MAE

9

Feb 26, 2026

Ciao (60% train)

0.754MAE

9

Feb 26, 2026

Amazon 5-core Office Products

REVLoRA (Llama 1B)

0.556MAE

8

Feb 26, 2026

MovieLens 20M (90%/10%)

0.765RMSE

8

Feb 26, 2026

MovieLens 10M (90%/10%)

0.775RMSE

8

Feb 26, 2026

0.972RMSE

7

Jun 11, 2026

Amazon Movies TV (test)

Our Method (zero-shot CoT)

62Binary Accuracy

7

Feb 26, 2026

0.691RMSE

7

Feb 26, 2026

0.61RMSE

6

Apr 8, 2026

0.694RMSE

6

Apr 8, 2026

0.69RMSE

6

Apr 8, 2026

Amazon 5-core Movies and TV

REVLoRA (Llama 1B)

0.661MAE

5

Feb 26, 2026

Amazon 5-core CDs and Vinyl

REVLoRA (Llama 1B)

0.575MAE

5

Feb 26, 2026

Amazon 5-core Health and Personal Care

REVLoRA (Llama 1B)

0.642MAE

5

Feb 26, 2026

Amazon 5-core Video Games

REVLoRA (Llama 1B)

0.715MAE

5

Feb 26, 2026

Amazon Digital Music 5-core

REVLoRA (Llama 1B)

0.563MAE

5

Feb 26, 2026

0.914RMSE

4

Feb 26, 2026

Network6a 80%:20% (test)

1.252RMSE

3

Jun 11, 2026

Network7a 80%:20% (test)

2.279RMSE

3

Jun 11, 2026

CDs 80%:20% split (test)

0.835RMSE

3

Jun 11, 2026

0.79RMSE

3

Mar 4, 2026

1.03RMSE

3

Mar 4, 2026

Page 2 of 3

Popular datasets

Amazon TopCoder SRM MovieLens Douban TripAdvisor

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