This repository hosts an ACL 2023 survey paper and companion resource collection on reasoning with language model prompting. It catalogs research on chain-of-thought reasoning, prompt engineering strategies, and reasoning capabilities across large language models. The collection includes both the survey paper and a referenced tutorial, aggregating academic work on LLM reasoning techniques.