WildChat: 1M ChatGPT Interaction Logs in the Wild WARNING: The appendix of this paper contains examples of user inputs regarding potentially upsetting topics, including violence, sex, etc. Reader discretion is advised.
Wenting Zhao1∗ Xiang Ren2,3 Jack Hessel2 Claire Cardie1 Yejin Choi2,4 Yuntian Deng2∗ 1Cornell University 2Allen Institute for Artificial Intelligence 3University of Southern California 4University of Washington *Equal Contribution
Abstract
Chatbots such as GPT-4 and ChatGPT are now serving millions of users. Despite their widespread use, there remains a lack of public datasets showcasing how these tools are used by a population of users in practice. To bridge this gap, we offered free access to ChatGPT for online users in exchange for their affirmative, consensual opt-in to anonymously collect their chat transcripts and request headers. From this, we compiled WildChat, a corpus of 1 million user-ChatGPT conversations, which consists of over 2.5 million interaction turns. We compare WildChat with other popular user-chatbot interaction datasets, and find that our dataset offers the most diverse user prompts, contains the largest number of languages, and presents the richest variety of potentially toxic use-cases for researchers to study. In addition to timestamped chat transcripts, we enrich the dataset with demographic data, including state, country, and hashed IP addresses, alongside request headers. This augmentation allows for more detailed analysis of user behaviors across different geographical regions and temporal dimensions. Finally, because it captures a broad range of use cases, we demonstrate the dataset’s p
中文速览
数百万人正在使用ChatGPT等大模型聊天工具，但研究者却几乎拿不到真实用户与聊天机器人对话的公开数据集。为此，研究团队搭建了免费ChatGPT/GPT-4服务，让用户在知情同意下匿名贡献聊天记录，最终收集到包含逾250万轮对话的WildChat数据集，共超过100万段多轮、多语言对话，并附带时间戳、国家/地区及哈希化IP等元数据。与Alpaca、ShareGPT、LMSYS-Chat-1M等现有数据集相比，WildChat覆盖68种语言、用户提示最多样、潜在有毒内容比例也最高（超过10%的用户发言被检测为有害），其中"越狱（jailbreaking）"攻击成功率最高可达71%。实验还表明，直接在WildChat上微调语言模型便能产出表现不错的指令跟随聊天机器人，说明这一数据集对研究真实用户行为、毒性内容防治以及模型对齐都具有重要价值。
原文 arXiv:2405.01470;中英对照 + 大白话阅读 https://aha.fim.ai/paper/2405.01470v1