This article provides a concrete, object-level benchmark for measuring the faithfulness of CoT. In addition to that, a new method for improving CoT faithfulness is introduced (something that is mentioned in a lot of alignment plans).
The method is straightforward and relies on breaking questions into subquestions. Despite its simplicity, it is surprisingly effective.
In the future, I hope to see alignment plans relying on CoT faithfulness incorporate this method into their toolkit.
This article provides a concrete, object-level benchmark for measuring the faithfulness of CoT. In addition to that, a new method for improving CoT faithfulness is introduced (something that is mentioned in a lot of alignment plans).
The method is straightforward and relies on breaking questions into subquestions. Despite its simplicity, it is surprisingly effective.
In the future, I hope to see alignment plans relying on CoT faithfulness incorporate this method into their toolkit.