Judging LLM-as-a-judge with MT-Bench and Chatbot ArenaO网页链接这篇论文探讨了如何使用强大的语言模型(LLM)作为评判者来评估基于 LLM 的聊天助手。由于现有基准在衡量人类偏好方面的不足,以及 LLM 聊天助手的广泛能力,评估它们具有挑战性。为此,作者研究了将强大的 LLM 作为评判者来评估这些模型在更开放性问题...
To address this, we explore using strong LLMs as judges to evaluate these models on more open-ended questions. We examine the usage and limitations of LLM-as-a-judge, including position, verbosity, and self-enhancement biases, as well as limited reasoning ability, and propose solutions to ...
We use large language models (LLMs) as both AI agents and as stand-ins for human judges, taking the judge models to be weaker than agent models. We benchmark on a diverse range of asymmetries between judges and agents, extending previous work on a single extractive QA task with ...
— 🌿🌱🌵 (@BrendanLLM)June 11, 2021 It's been more than two months since anyone in Ontario has been able to enter a "non-essential" retail store, or evenaccess "non-essential" goodswithin big box outlets like Walmart and Costco. What's a few more hours? Especially in a city ...