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Papers Benchmarks Datasets Tasks

RecIF-Bench dataset and benchmarks · SOTA2 Research

Research Datasets

RecIF-Bench

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Label-Conditional Recommendation

RecIF-Bench Label-Cond. Rec

0.057Pass@32

22

Product Recommendation

RecIF-Bench Product Rec

2.52Pass@1

22

Ad Recommendation

RecIF-Bench Ad Rec

0.027Pass@1

22

Short Video Recommendation

RecIF-Bench Short Video Rec

5.74Pass@1

20

Interactive Recommendation

RecIF-Bench Interactive Rec

13.1Pass@1

13

Label Prediction

RecIF-Bench Label Pred

0.691AUC

11

Label Prediction

RecIF-Bench

0.702AUC

9

Recommendation Explanation

RecIF-Bench Rec. Explanation

4.038LLM Judge Score

5

Item Understanding

RecIF-Bench Item Understand

0.321LLM Judge Score

5

RecIF-Bench Short Video

4.455Entropy@10

3

Short Video Recommendation

RecIF-Bench

3.11Pass@1

2

Popular tasks

Label Prediction Short Video Recommendation Recommendation Product Recommendation Interactive Recommendation

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