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MIND

Benchmarks

Task NameDataset NameSOTA ResultTrend
News RecommendationMIND (test)
AUC72.68
75
Text ClassificationMIND
Accuracy77.43
48
RecommendationMIND (test)
Recall@2016.6
27
Text embeddingMIND
T-Value192.83
20
User simulationMIND Real Exposure
Accuracy34.8
19
Federated RecommendationMIND
Accuracy97.51
16
News RecommendationMIND
AUC58.04
16
RecommendationMIND
Accuracy81.96
16
RerankingMindSmall (test)
MAP30.68
16
Ranking RecommendationMIND
NDCG@1041.5
15
Negative Tag Controllable RecommendationMIND
NDCG@109.67
14
Positive Tag Controllable RecommendationMIND
NDCG@1048.6
14
Document ClassificationMIND (test)
Accuracy0.8251
12
Candidate GenerationMIND news
Retrieval Coverage9.4
9
Contextual BanditsMIND small
Cumulative Regret169.4
9
CTR PredictionMIND (Offline)
AUC0.6713
8
Sequential RecommendationMIND
NDCG@100.1146
8
Watermark DetectionMIND
Delta Cosine (%)87.74
7
Action AccuracyMIND third-person view (test)
Trans. Error0.0106
6
Scene ReconstructionMIND third-person view (test)
MSE0.0605
6
Action AccuracyMIND first-person view (test)
Translation Error2.35
6
Scene ReconstructionMIND first-person view (test)
MSE0.0614
6
Retrieval CoverageMIND (temporal split)
Coverage@2009.4
5
3D Geometry ConsistencyMIND third-person view (test)
Reprojection Error61.26
4
3D Geometry ConsistencyMIND first-person view (test)
Reprojection Error53.95
4
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