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Papers Benchmarks Datasets Tasks

Explanation Evaluation research benchmarks · SOTA2 Research

Explanation Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

13.19Sufficiency

16

Feb 26, 2026

9.72Sufficiency

16

Feb 26, 2026

Evidence Inference (test)

7.08Sufficiency

16

Feb 26, 2026

20.78Sufficiency

16

Feb 26, 2026

43.76Sufficiency

16

Feb 26, 2026

17.69Sufficiency

14

Feb 26, 2026

0.39Deletion Score (Zero)

12

Feb 26, 2026

8.01Deletion Fidelity (Zero-shot)

12

Feb 26, 2026

sentihood (test)

26.21Sag (K=10)

6

Feb 26, 2026

23.92Sag (K=10)

6

Feb 26, 2026

Gemma vision encoder later layer SAE 3 (test)

20.4IoU (Masks)

3

Mar 25, 2026

UnRel 28 categories overlap with ImageNet (test)

74.2CH (%)

2

Feb 26, 2026

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