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Luke Dickens

3 accepted papers

2025

Measuring Error Alignment for Decision-Making Systems

AAAI 2025technical

Given that AI systems are set to play a pivotal role in future decision-making processes, their trustworthiness and reliability are of critical concern. Due to their scale and complexity, modern AI systems resist direct interpretation, and alternative ways are needed to establish trust in those syst…

2024

PizzaCommonSense: A Dataset for Commonsense Reasoning about Intermediate Steps in Cooking Recipes

EMNLP 2024finding

Understanding procedural texts, such as cooking recipes, is essential for enabling machines to follow instructions and reason about tasks, a key aspect of intelligent reasoning. In cooking, these instructions can be interpreted as a series of modifications to a food preparation.For a model to effect…

Cited by 0SourcePDFScholar
2022

Formalizing Consistency and Coherence of Representation Learning

NeurIPS 2022accept

In the study of reasoning in neural networks, recent efforts have sought to improve consistency and coherence of sequence models, leading to important developments in the area of neuro-symbolic AI. In symbolic AI, the concepts of consistency and coherence can be defined and verified formally, but fo…

Cited by 0SourcePDFScholar