EVAR: Evidence-Validated Hypothesis Admission for Budget-Aware Narrative Reasoning

Peilin Liu, Zhiquan Ji, Jinglong Ping

Large language models (LLMs) often produce fluent but weakly grounded conclusions when reasoning over non-interactive, long-form narratives. A central failure mode is that unsuppor…