The Virtues of Showing Your Work: Do LLM Explanations Actually Help?

If you've spent any time prompting large language models, you've probably heard of Chain of Thought (CoT) reasoning—the technique of asking an LLM to "show its work" by generating intermediate reasoning steps before arriving at an answer. First popul...