{"node":{"id":10169,"uuid":"563956b1-c78b-4d3f-875c-0eb9eda29258","title":"Why2Speak: Faithful Reasoning for Abstaining Action Policies","url":"https:\/\/www.xmt.pub\/node\/10169","created":1787554810},"trust_level":"l0_aggregate","publisher":null,"source_url":"https:\/\/arxiv.org\/abs\/2608.20670","provenance":{"algorithm":"sha256(source_url|publisher_id|created)","stored":"4373829b95d89ced356e9ecea1685712328ea9bb7ccff56f2238793cb365d421","expected":"4373829b95d89ced356e9ecea1685712328ea9bb7ccff56f2238793cb365d421","status":"verified"}}