Pramana: Fine-Tuning Large Language Models for Epistemic Reasoning through Navya-Nyaya 事件

Pramana: Fine-Tuning Large Language Models for Epistemic Reasoning through Navya-Nyaya arXiv:2604.04937v1 Announce Type: cross Abstract: Large language models produce fluent text but struggle with systematic reasoning, often hallucinating confident but unfounded claims. When Apple researchers added irrelevant context to mathematical problems, LLM performance degraded by 65% Apple Machine Learning Research, exposing brittle pattern-matching beneath apparent reasoning. This epistemic gap, the ina