Method Drift›Tool use / function calling
Superseded baseline#45 of 55 most-superseded
Reflexion
Reflexion: Language Agents with Verbal Reinforcement LearningTool use / function calling · first seen Mar 20, 2023
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites Reflexion as a baseline.
“Our work differs by using a specialized reviewer agent instead of self-feedback, demonstrating that external feedback from reasoning models outperforms self-correction.”
— Reinforced Agent: Inference-Time Feedback for Tool-Calling Agents
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.