Friday, November 8, 2024

Show HN: RL Agent that can auto-optimize your LLM prompts https://ift.tt/YCU4P0T

Show HN: RL Agent that can auto-optimize your LLM prompts Hey everyone! Along with my team, I've developed a reinforcement learning system that automatically optimizes LLM prompts, complete with a visualization feature to track both prompt structure and learning progress over time. Take a look here: https://ift.tt/2GREWyf... Check out our website too: https://ift.tt/5KET7Fp In terms of how this visualization works: The RL Prompt Optimizer employs a reinforcement learning framework to iteratively improve prompts used for language model evaluations. At each episode, the agent selects an action to modify the current prompt based on the state representation, which encodes features of the prompt. The agent receives rewards based on a multi-metric evaluation of the model's responses, encouraging the development of prompts that elicit high-quality answers. And see our github repo! https://ift.tt/qIzUsV2 https://ift.tt/Q6uTSz0 November 9, 2024 at 12:17AM

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