Retries, answer verification systems, formatting and parsing. Reasoning and validation of reasoning with natural language is a key challenge. Closed feedback l

Retries, answer verification systems, formatting and parsing. Reasoning and validation of reasoning with natural language is a key challenge. Closed feedback loops to improve the quality of reasoning for LLM's requires human-in-the-loop tools. Prompting methods are often a hit and miss as the same prompts can lead to variable quality outputs.