From Document Layout to Causal Topology: An End-to-End Architecture for Temporal Causal Reasoning.

arXiv:2610.34094v1 Announce Type: new Abstract: Large language models (LLMs) generally lack deep causal reasoning capabilities in temporal reasoning. Inspired by document layout reordering, this paper proposes a paradigm shift from discrete narratives to causa