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Douban

Benchmarks

TaskDatasetSOTA resultTrendResults

Graph Alignment

Douban

91.8MRR

45

Cross-Domain Recommendation

Douban Movie → Book

41.36HR

28

Rating Prediction

Douban-Movie -> Douban-Book (test)

0.424MAE

24

Cross-domain Out-of-Distribution Recommendation

Douban Movie -> Music OOD #3

38.82HR@10

20

Cross-domain Out-of-Distribution Recommendation

Douban Movie -> Music OOD #2

0.356HR@10

20

Cross-domain Out-of-Distribution Recommendation

Douban Movie -> Book OOD #3

42.98HR@10

20

Cross-domain Out-of-Distribution Recommendation

Douban Movie -> Book OOD #2

39.51HR@10

20

Dialogue Generation

Douban (test)

0.14BLEU-1

20

Multi-turn response selection

Douban (test)

62.7MAP

16

Cross-Domain Recommendation

Douban Book → Movie

54.3HR

15

Matrix Completion

Douban

0.721RMSE

15

Cross-Domain Recommendation

Douban Movie -> Music (OOD #1)

35.25HR@10

13

Cross-Domain Recommendation

Douban Movie -> Music (IID)

37.06HR@10

13

Graph feature imputation

Douban (test)

0.734RMSE

13

Rating Prediction

Douban Movie -> Music (80% test ratio)

0.458MAE

12

Rating Prediction

Douban Movie -> Music (50% test ratio)

0.423MAE

12

Rating Prediction

Douban-Movie -> Douban-Music (20% test ratio)

0.434MAE

12

Rating Prediction

Douban Movie -> Book 50% test ratio

0.415MAE

12

Subgraph Alignment

Douban Online-Offline

75.58Hit@1

10

Douban (test)

0.732RMSE

10

Link Prediction

Douban (20% test)

0.842AUC

9

Douban

18.61Recall@20

8

Graph Alignment

Douban Online-Offline

53.31Hit@1

7

Matrix Completion

Douban (test)

0.734RMSE

7

Rating Prediction

Douban

0.691RMSE

7