Interpretability Evaluation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
1.83Interpretation Error Rate
40
Feb 26, 2026
93Coverage
12
Mar 11, 2026
50.2Consistency
10
Mar 10, 2026
76.8Consistency Score
10
Mar 10, 2026
83.6AUC
7
Mar 4, 2026
91.2AUC
7
Mar 4, 2026
0.74Embedding Similarity
4
Apr 28, 2026
0.17EmbSim
4
Apr 28, 2026
4.3Focus Relevance
4
Apr 20, 2026
46Top-1 Precision
4
Feb 26, 2026
7.61Faithfulness
2
May 6, 2026
7.56Faithfulness
2
May 6, 2026
7.18Faithfulness
2
May 6, 2026
3.2Interpretability Score
2
Feb 26, 2026
3.1Interpretability Score
2
Feb 26, 2026
4Interpretability Score
2
Feb 26, 2026
4.3Interpretability Score
2
Feb 26, 2026
5Interpretability Score
2
Feb 26, 2026
4.5Interpretability Score
2
Feb 26, 2026
5Interpretability Score
2
Feb 26, 2026
5Interpretability Score
2
Feb 26, 2026
74Top-1 Precision
2
Feb 26, 2026