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Ben Wedin

2 accepted papers

2024

ConstitutionalExperts: Training a Mixture of Principle-based Prompts

ACL 2024short

Large language models (LLMs) are highly capable at a variety of tasks given the right prompt, but writing one is still a difficult and tedious process. In this work, we introduce ConstitutionalExperts, a method for learning a prompt consisting of constitutional principles (i.e. rules), given a train…

Cited by 6SourcePDFScholar
2021

Guided Integrated Gradients: An Adaptive Path Method for Removing Noise

CVPR 2021poster

Integrated Gradients (IG) is a commonly used feature attribution method for deep neural networks. While IG has many desirable properties, the method often produces spurious/noisy pixel attributions in regions that are not related to the predicted class when applied to visual models. While this has b…

Cited by 137PDFcodeScholar