Part 7/8:
These results reveal a pattern where Chain of Draft either parallels or sometimes exceeds the performance of Chain of Thought, all while using significantly fewer resources.
Challenges and Other Proposed Solutions
While Chain of Draft showcases improved efficiency, it’s essential to recognize that there are challenges associated with Chain of Thought that still need to be addressed. Overthinking is a common issue in cases where the problem presented is relatively simple. Various techniques, like "streaming" or "skeleton of thought," have been introduced in attempts to combat these challenges, but they often do not successfully alleviate the high computational costs that Chain of Thought entails.