1. Arena-Hard[5] 介绍完Chatbot-Arena之后,我么接着来介绍Arena-Hard(From Live Data to High-Quality Benchmarks: The Arena-Hard Pipeline)。其实从论文标准就能获悉它的优化重点落在数据质量上,简单来说Arena-Hard就是基于Chatbot-Arena构造的高质量的评测Benchmark 开篇上来,论文直接提出评测的两个关键指标: ...
我们将我们的新基准测试,Arena Hard v0.1,与当前领先的聊天LLM基准测试,MT Bench 进行比较。在图 1 中,我们展示了 Arena Hard v0.1 与 MT Bench 相比提供了显著更强的可分性,并具有更紧密的置信区间。 它还与 Chatbot Arena(仅限英语)的人类偏好排名有更高的一致性(89.1%,见表 1)。我们期望看到这个基准对于...
结果显示,Arena Hard v0.1 相对于 MT Bench 提供了明显更强的可分离性,且置信区间更窄。它还与 Chatbot Arena(仅限英文)的人类偏好排名具有更高的一致性(89.1%)。 Arena-hard-v0.1与广泛采用的大模型基准相比显示出最高的可分离性 (87.4%),并且也便宜且运行速度快(25 美元)。 Arena-hard-v0.1构建了一个...
开源地址:https://github.com/lm-sys/arena-hard Lmsys将新的基准测试平台 Arena Hard v0.1 与当前领先的聊天 大模型基准测试 MT Bench 进行比较。 结果显示,Arena Hard v0.1 相对于 MT Bench 提供了明显更强的可分离性,且置信区间更窄。它还与 Chatbot Arena(仅限英文)的人类偏好排名具有更高的一致性(89.1...
The Arena-Hard benchmark is a high-quality benchmarking tool for Language Learning Models (LLMs) developed by LMSYS Org¹. It was designed to address the limitations of traditional benchmarks, which are often static or close-ended¹. Key features of the Arena-Hard benchmark include¹...
The Arena-Hard-Auto benchmark is an automatic evaluation tool for instruction-tuned Language Learning Models (LLMs)¹. It was developed to provide a cheaper and faster approximation to human preference¹. Here are some key features of the Arena-Hard
Arena-Hard-Auto-v0.1 (See Paper) is an automatic evaluation tool for instruction-tuned LLMs. It contains 500 challenging user queries sourced from Chatbot Arena. We prompt GPT-4-Turbo as judge to compare the models’ responses against a baseline model (default: GPT-4-0314). ...
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