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SotA/Reasoning/Visual Reasoning

Visual Reasoning

31 benchmarks698 papers

Ability to understand actions and reasoning associated with any visual images

Benchmarks

Visual Reasoning on Winoground

Text Score Image Score Group Score

Visual Reasoning on NLVR2 Dev

Visual Reasoning on NLVR2 Test

Visual Reasoning on CLEVRER

Average-per ques.Descriptive Explanatory-per opt.Explanatory-per ques.Predictive-per opt.Predictive-per ques.Counterfactual-per opt.Counterfactual-per ques.

Visual Reasoning on Bongard-OpenWorld

2-Class Accuracy

Visual Reasoning on WinoGAViL

Visual Reasoning on VSR

Visual Reasoning on GD-VCR

Accuracy Gap (West)

Visual Reasoning on PHYRE-1B-Cross

Visual Reasoning on PHYRE-1B-Within

Visual Reasoning on VASR

Visual Reasoning on IRFL: Image Recognition of Figurative Language

1-of-100 Accuracy

Visual Reasoning on VCR (Q-A) dev

Visual Reasoning on VCR (Q-A) test

Visual Reasoning on VCR (Q-AR) dev

Visual Reasoning on VCR (Q-AR) test

Visual Reasoning on VCR (QA-R) dev

Visual Reasoning on VCR (QA-R) test

Visual Reasoning on NLVR

Accuracy (Dev)Accuracy (Test-P)Accuracy (Test-U)