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The Importance of Proper Nutrition and Healthy Diet

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Published: Feb 8, 2022

Words: 972 | Pages: 2 | 5 min read

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nutrition reflection essay

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Society for Nutrition Education and Behavior. SNEB Advocacy in Action. http://www.sneb.org/advocacy/advocacy.html . Accessed March 18, 2013.

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Title: reinforcement learning from reflective feedback (rlrf): aligning and improving llms via fine-grained self-reflection.

Abstract: Despite the promise of RLHF in aligning LLMs with human preferences, it often leads to superficial alignment, prioritizing stylistic changes over improving downstream performance of LLMs. Underspecified preferences could obscure directions to align the models. Lacking exploration restricts identification of desirable outputs to improve the models. To overcome these challenges, we propose a novel framework: Reinforcement Learning from Reflective Feedback (RLRF), which leverages fine-grained feedback based on detailed criteria to improve the core capabilities of LLMs. RLRF employs a self-reflection mechanism to systematically explore and refine LLM responses, then fine-tuning the models via a RL algorithm along with promising responses. Our experiments across Just-Eval, Factuality, and Mathematical Reasoning demonstrate the efficacy and transformative potential of RLRF beyond superficial surface-level adjustment.

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Kosovo Crisis Simulation

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This assignment asks students to critically reflect on the ethics of their role in an in-class simulation. We simulate the 1999 crisis in Kosovo, especially the months leading up to the NATO decision to begin airstrikes over Kosovo aimed at preventing the wider spread of ethnic cleansing by Serbian forces of the Kosovar Albanian population. 

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