The Verge - Artificial Intelligences 02月03日
ChatGPT’s agent can now do deep research for you
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OpenAI为ChatGPT推出名为“深度研究”的新功能,该功能可自主规划并执行多步骤路径以查找所需数据,并能根据实时信息进行回溯和调整。用户可通过文本、图像、PDF或表格等方式提供上下文信息,深度研究将在5至30分钟内生成包含引文和过程总结的回复。这项功能旨在提升生成式AI工具的实用性,并被认为具备研究分析师的水平。目前,Pro用户每月可进行100次查询,其他付费用户也将获得有限访问权限。该功能在AI基准测试中取得较高准确率,但也存在可能“产生幻觉”和难以区分权威信息与谣言等局限性。

🔍 OpenAI推出ChatGPT深度研究功能,可自主规划并执行多步骤研究路径,查找所需数据,并根据实时信息调整策略。

⏱️ 用户可以通过文本、图像、PDF或表格等方式提供上下文,深度研究会在5到30分钟内生成带有引文和过程总结的回复。

📊 深度研究功能被认为具备研究分析师的水平,旨在提升生成式AI工具的实用性和价值,并能在AI基准测试中取得较高的准确率。

⚠️ 深度研究功能目前存在局限性,如可能“产生幻觉”、难以区分权威信息与谣言,以及在评估回复的可信度方面存在挑战。

OpenAI has revealed another new agentic feature for ChatGPT called deep research, which it says can operate autonomously to “plan and execute a multi-step trajectory to find the data it needs, backtracking and reacting to real-time information where necessary.” Instead of simply generating text, it shows a summary of its process in a sidebar, with citations and a summary showing the process used for reference.

Users can ask questions using text, images, and additional files like PDFs or spreadsheets to add context, and then it will take “anywhere from 5 to 30 minutes” to develop a response provided in the chat window, with promises that in the future it will also be able to include embedded images and charts.

Developing ways for generative AI tools to be more useful and worth paying for is the future companies like OpenAI have promised for agents, and it claims that deep research is capable of operating at the level of a research analyst. The demo video shown begins with a request for info on changes in the retail industry over the last three years, with a response that includes bullet points and tables.

This feature closely follows OpenAI’s launch of Operator, a tool that can use a web browser to complete tasks for you, and is similar to the Project Mariner research prototype Google showed off in December. Google’s tool is not available to the public yet, but deep research is launching “with a version optimized for Pro users today.” OpenAI is offering up to 100 queries per month for those paying the $200 monthly fee and “limited access” promised for Plus, Team, and eventually, Enterprise users, calling the ability “very compute intensive,” requiring more inference compute the longer it takes to research something.

OpenAI also notes limitations for deep research, saying it can “sometimes hallucinate” and make up facts, struggle with telling the difference between authoritative info and rumors, and register how certain it should rate a response. It also says that all paid users will get higher rate limits in the future when a faster, more cost-effective version is available.

In a press release, it says that the model powering deep research scored a new high for accuracy on an AI benchmark dubbed “Humanity’s Last Exam,” which asks for responses to expert-level questions. The OpenAI deep research model reached an accuracy of 26.6 percent, well above GPT-4o’s 3.3 percent, and the next highest scorer, its o3-mini (high) model at 13 percent.

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