Watch your steps: Observable and modular chains of thought

CA Cohen, WW Cohen - arXiv preprint arXiv:2409.15359, 2024 - arxiv.org
We propose a variant of chain of thought (CoT) prompting called Program Trace Prompting
that makes explanations more observable while preserving the power, generality and …

CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning

JOJ Leang, AP Gema, SB Cohen - arXiv preprint arXiv:2410.10336, 2024 - arxiv.org
Mathematical reasoning remains a significant challenge for large language models (LLMs),
despite progress in prompting techniques such as Chain-of-Thought (CoT). We present …

Chain-of-Probe: Examing the Necessity and Accuracy of CoT Step-by-Step

Z Wang, X Zeng, W Liu, Y Wang, L Li, Y Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
Current research found the issue of Early Answering in large language models (LLMs),
where the models already have an answer before generating the Chain-of-Thought (CoT) …