Alege, Aliyu Agboola

Exact Uncertainty Decomposition for Multi-Evidence Fact Verification: A Formal Alternative to LLM-Based Reasoning

2026 · Zenodo (CERN European Organization for Nuclear Research)

Large Language Models (LLMs) excel at fluent text generation but struggle with multi-evidence reasoning, often producing confident yet incorrect answers when faced with conflicting sources or ambiguous queries. We introduce Latent Posterior Factors (LPF), a …