Explanation faithfulness
Explanation faithfulness is gaining ground in AI research: 0.1% to 0.1% of new AI papers, +0.0 points. It ranks #88 of 214 by gain in share. As of Oct 10, 2026.
- Change in share
- +0.0 pts
- Share, last 3 months
- 0.1%
- Papers, last 3 months
- 39
- Ready for products
- 2.2 / 5
More in Interpretability and mechanistic analysis
Concept based explanation0.1% → 0.1%+0.0 ptsInterpretable machine learning0.1% → 0.1%+0.0 ptsHidden state probing0.0% → 0.1%0.0 ptsShortcut learning0.0% → 0.0%0.0 ptsShapley value attribution0.1% → 0.0%0.0 ptsActivation patching0.0% → 0.0%0.0 ptsRepresentation steering0.1% → 0.1%0.0 ptsFeature wise linear modulation0.0% → 0.0%0.0 ptsRepresentation engineering0.0% → 0.0%0.0 ptsShapley additive explanation0.0% → 0.0%0.0 pts
Explanation faithfulness: quick answers
Yes. Its share of new AI papers went from 0.1% to 0.1%, with 39 papers in the last 3 months.