Policy Compliance Detection via Expression Tree Inference. (arXiv:2205.12259v1 [cs.CL])

Policy Compliance Detection (PCD) is a task we encounter when reasoning over
texts, e.g. legal frameworks. Previous work to address PCD relies heavily on
modeling the task as a special case of Recognizing Textual Entailment.
Entailment is applicable to the problem of PCD, however viewing the policy as a
single proposition, as opposed to multiple interlinked propositions, yields
poor performance and lacks explainability. To address this challenge, more
recent proposals for PCD have argued for decomposing policies into expression
trees …

arxiv compliance detection inference policy tree