SOTAVerified

Error Understanding

Discover what causes the model’s prediction errors.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–9 of 9 papers

TitleStatusHype
xTower: A Multilingual LLM for Explaining and Correcting Translation Errors—0
Variable importance measure for spatial machine learning models with application to air pollution exposure prediction—0
Less is More: Fewer Interpretable Region via Submodular Subset SelectionCode2
Error Detection in Egocentric Procedural Task Videos—0
Making Sense of Dependence: Efficient Black-box Explanations Using Dependence MeasureCode1
iSEA: An Interactive Pipeline for Semantic Error Analysis of NLP ModelsCode0
Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural NetworksCode0
Grad-CAM++: Improved Visual Explanations for Deep Convolutional NetworksCode1
Understanding Humans' Strategies in Maze Solving—0
Show:102550
All datasetsCUB-200-2011CUB-200-2011 (ResNet-101)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SMDL-Attribution (ICLR version)Average highest confidence (ResNet-101)0.45—Unverified
2Grad-CAM++Average highest confidence (ResNet-101)0.26—Unverified
3Score-CAMAverage highest confidence (ResNet-101)0.25—Unverified
4HSIC-AttributionAverage highest confidence (ResNet-101)0.25—Unverified
#ModelMetricClaimedVerifiedStatus
1Grad-CAM++Average highest confidence0.26—Unverified
2Score-CAMAverage highest confidence0.25—Unverified
3HSIC-AttributionAverage highest confidence0.25—Unverified