2 papers
cs.AI2026
Certainty-Guided Reasoning in Large Language Models: A Dynamic Thinking Budget Approach
João Paulo Nogueira, Wentao Sun, Alonso Silva +1
Large reasoning language models are typically run with fixed inference budgets, which can waste computation or terminate reasoning prematurely. We introduce Certainty-Guided Reason…
cs.AI2025
Structured Thinking Matters: Improving LLMs Generalization in Causal Inference Tasks
Wentao Sun, João Paulo Nogueira, Alonso Silva
Despite remarkable advances in the field, LLMs remain unreliable in distinguishing causation from correlation. Recent results from the Corr2Cause dataset benchmark reveal that stat…