We present Chatbot Arena, a benchmark platform for large language models (LLMs) that features anonymous, randomized battles in a crowdsourced manner. In this blog post, we are releasing our initial results and a leaderboard based on the Elo rating system, which is a widely-used rating system...
Chatbot Arena adopts the Elo rating system, which is a widely-used rating system in chess and other competitive games. The Elo rating system is promising to provide the desired property mentioned above. We noticed that the Anthropic LLM paper also adopted the Elo rating system. To collect data...
1.2 Arena-Hard Pipeline 接下来到论文的重点,也就是Arena-Hard这个Benchmark构建的Pipeline,构建过程主要考虑两个维度:多样性和质量。 Arena-Hard Pipeline 首先从Chatbot Arena收集了200k的用户真实query,为了保证多样性使用了BERTopic[6]:首先使用OpenAI’s embedding (text-embedding-3-small)把query转换为embedding,...
品玩6月8日讯，由伯克利大学主导一个团队 LMSYS Org 近日发布了一个针对大语言模型的基准平台 Chatbot Arena。据悉，该平台采用匿名、随机的方式进行对抗评测，评测方式基于国际象棋等竞技游戏中广泛使用的 Elo rating system。排名通过用户投票产生，系统每次会随机选择两个不同的大模型机器人和用户聊天，并让用户在...
品玩6月8日讯,由伯克利大学主导一个团队 LMSYS Org 近日发布了一个针对大语言模型的基准平台 Chatbot Arena。 据悉,该平台采用匿名、随机的方式进行对抗评测,评测方式基于国际象棋等竞技游戏中广泛使用的 Elo rating system。排名通过用户投票产生,系统每次会随机选择两个不同的大模型机器人和用户聊天,并让用户在匿名...
品玩6月8日讯,由伯克利大学主导一个团队 LMSYS Org 近日发布了一个针对大语言模型的基准平台 Chatbot Arena。 据悉,该平台采用匿名、随机的方式进行对抗评测,评测方式基于国际象棋等竞技游戏中广泛使用的 Elo rating system。排名通过用户投票产生,系统每次会随机选择两个不同的大模型机器人和用户聊天,并让用户在匿名...
In the Chatbot Arena, a user can chat with two anonymous models side-by-side and make their own opinion, and vote for which model is better. Once the user has voted, the name of the model will be revealed. Users have the option to continue to chat with the two models or start afres...
Chatbot Arena通过1v1对战、用户评测和ELO机制评估,截至7月1日得出各模型的Elo rating排名。C - EVAL是首个全面中文评测套件,包含多学科选择题,通过zero - shot和few - shot评估,发现不同模型在不同学科表现各异,COT提示效果不一。Flag - EVAL提供多维度评测框架,针对基础和微调模型采用不同评测方法,有自动化...
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As is accepted practice, similar to [LMSYS](https://lmsys.org/)'s [Chatbot Arena](https://huggingface.co/spaces/lmsys/chatbot-arena-leaderboard) & the community’s [TTS arena and leaderboard](https://huggingface.co/blog/arena-tts), the ranking will be based on the [Elo rating system...