Machine Learning Model Drift Detection Via Weak Data SlicesSamuel AckermanParijat Dubeet al.2021ICSE 2021
Classifier Data Quality: A Geometric Complexity Based Method for Automated Baseline And Insights GenerationGeorge KourMarcel Zalmanoviciet al.2022AAAI 2022
FreaAI: Automated extraction of data slices to test machine learning modelsSamuel AckermanOrna Razet al.2020AAAI 2020
Density-based interpretable hypercube region partitioning for mixed numeric and categorical dataSamuel AckermanEitan Farchiet al.2021JSM 2021
Detection of data 'drift' over time affecting ML model performanceSamuel AckermanOrna Razet al.2019ISA Annual Meeting 2019
Predicting Question-Answering Performance of Large Language Models through Semantic ConsistencyElla RabinovichSamuel Ackermanet al.2023EMNLP 2023
Measuring the Measuring Tools: An Automatic Evaluation of Semantic Metrics for Text CorporaGeorge KourSamuel Ackermanet al.2022EMNLP 2022