2 papers
cs.AI2026
Do Language Models Follow Occam's Razor? An Evaluation of Parsimony in Inductive and Abductive Reasoning
Yunxin Sun, Abulhair Saparov
Non-deductive reasoning, encompassing inductive and abductive reasoning, is essential in addressing complex real-world questions. One key feature of inductive and abductive reasoni…
cs.AI2025
Reasoning Models Reason Well, Until They Don't
Revanth Rameshkumar, Jimson Huang, Yunxin Sun +2
Large language models (LLMs) have shown significant progress in reasoning tasks. However, recent studies show that transformers and LLMs fail catastrophically once reasoning proble…