FOXGLOVE dataset of 2340 comments shows LLMs and instructors align on feedback goals and positions but diverge on sentence selection, with LLMs using more complex language and fewer questions and higher quality ratings driven by comment length.
arXiv preprint arXiv:2502.12927 , year =
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The paper delivers the first systematic review of self-evolving agents, structured around what components evolve, when adaptation occurs, and how it is implemented.
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FOXGLOVE: Understanding Goal-Oriented and Anchored Writing Feedback from Experts and LLMs on Argumentative Essays
FOXGLOVE dataset of 2340 comments shows LLMs and instructors align on feedback goals and positions but diverge on sentence selection, with LLMs using more complex language and fewer questions and higher quality ratings driven by comment length.
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A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence
The paper delivers the first systematic review of self-evolving agents, structured around what components evolve, when adaptation occurs, and how it is implemented.