2 papers
cs.CL2025
Revisiting the UID Hypothesis in LLM Reasoning Traces
Minju Gwak, Guijin Son, Jaehyung Kim
Large language models (LLMs) often solve problems using step-by-step Chain-of-Thought (CoT) reasoning, yet these intermediate steps are frequently unfaithful or hard to interpret.…
cs.AI2025
Revisiting the Uniform Information Density Hypothesis in LLM Reasoning
Minju Gwak, Guijin Son, Jaehyung Kim
The Uniform Information Density (UID) hypothesis proposes that effective communication is achieved by maintaining a stable flow of information. In this work, we revisit this princi…