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SciQA dataset and benchmarks · SOTA2 Research

Research Datasets

SciQA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Visual Question Answering

SciQA IMG

87.1Accuracy

101

Uncertainty Estimation

SciQA

0.827AUROC

56

Science Question Answering

SciQA-IMG

89SciQA-IMG Accuracy

53

Scientific Question Answering

SciQA

91.4Accuracy

35

Question Answering

SciQA (test)

80.6Accuracy

30

Step-level correctness assessment

SciQA (test)

55.3PR-AUC

22

Step-level reasoning verification

SciQA

44PR-AUC

19

Multimodal Reasoning

SciQA

93.7Accuracy

14

Question Answering

SciQA

76.2Normalized Accuracy

10

Clarifying Questions

SciQA (test)

26Accuracy

6

Popular tasks

Question Answering Visual Question Answering Science Question Answering Multimodal Reasoning Uncertainty Estimation

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