Interpretability Evaluation
Benchmarks
Dataset NameSOTA 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