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ResearchFormerly WizWand

CDs

Benchmarks

TaskDatasetSOTA resultTrendResults

CDs

0.686NDCG@5

29

Link Prediction

CDs

93.5Accuracy

25

Sequential Recommendation

CDs

5.2Recall@5

21

CDs sparse

31NDCG@1

20

Sequential Recommendation

CDs 5-core filtered (test)

11.74Recall@5

13

Conversational Recommendation

CDs (sampled)

19Success Rate@3

13

Sequential Recommendation

CDs

7.77Recall@10

13

CDs dense

39NDCG@1

12

Node Classification

CDs

59.93Accuracy (%)

11

Conversational Recommendation

CDs sample

5.8Recall@5

10

Sequential Recommendation

CDs (test)

27NDCG@1

10

User behavior simulation

CDs

75.37Precision

9

Conversational Recommendation

CDs 1.0 (full)

8.39Recall@5

4

Rating Prediction

CDs 80%:20% split (test)

0.835RMSE

3