Fig. 8: Overview of the proposed framework with the dual-loop reflection mechanism.
From: Self-reflection enhances large language models towards substantial academic response

The framework consists of three key steps. The (a) and (b) demonstrate peer-review corpus collection and preparation. The (c–e) are about the LLM extrospection and reflection bank construction. The (f) shows the introspection and reasoning process based on the reflection bank.