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cs.CL2026
Automatically Finding and Validating Unexpected Side-Effects of Interventions on Language Models
Quintin Pope, Ajay Hayagreeve Balaji, Jacques Thibodeau +1
We present an automated, contrastive evaluation pipeline for auditing the behavioral impact of interventions on large language models. Given a base model and an intervention…
cs.CL2021
Text Counterfactuals via Latent Optimization and Shapley-Guided Search
Quintin Pope, Xiaoli Z. Fern
We study the problem of generating counterfactual text for a classifier as a means for understanding and debugging classification. Given a textual input and a classification model,…