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OpenAI 的 LifeVal 衡量 AI 在日常生活任務上的進展

LifeVal

AI 導讀

OpenAI 建立 LifeVal 評測,追蹤模型處理日常生活任務的表現,涵蓋照護、健康、教育、家務、個人理財、購物及政府服務。評測以 3,995 名受訪者的調查,瞭解人們最希望個人助理協助的範疇。GPT-6 Astra 在多項任務的最佳記錄得分為 100%。

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Measuring AI progress on the tasks that matter in everyday life.

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OpenAI’s mission is to ensure that artificial general intelligence benefits all of humanity. For the more than one billion people who currently use ChatGPT every week, we want to build AI that can help with the practical challenges of everyday life, like finding childcare, accessing government services, creating a budget, preparing for school, modifying recipes, ordering groceries, designing workout plans, and more.

When someone is looking for help making their life easier, they need more than advice or a chat response. To be a truly helpful personal assistant, ChatGPT should be able to take actions that actually get things done.

To measure model performance over time on everyday tasks, we built an evaluation of tasks covering areas where users wanted the most help from AI and personal agents. We used this evaluation to track and drive improvement in model performance on everyday tasks over the past year.

Background

To identify the tasks people value most, we started with two large studies that track how people spend time in both the U.S. and internationally: the American Time Use Survey⁠(opens in a new window) and the Multinational Time Use Study⁠(opens in a new window). Together, these datasets provide a detailed catalog of everyday life tasks that people do across different demographics, times of day, and seasons. To understand where people would most value AI assistance, we expanded on these existing surveys with a new demographically representative survey of 3,995 respondents. For each task, we asked a variety of questions to identify the areas where everyday people most wanted help from a personal assistant. The resulting tasks span the most important areas that people want help with, including caregiving, health, education, household administration, personal finances, shopping, and accessing government services.

Individual task examples

Below are some examples of how our current models perform on practical workflows from everyday life.

Enroll in the right kindergarten after moving

93.1%

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Compare kindergartens near our new home and shortlist the best fits.

I’ve narrowed it to three kindergartens and organized the enrollment details. Two preferences still need your call. Want to review the shortlist?

Manage volunteers ahead of a flood

98.0%

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Help me organize our community’s flood preparation volunteer force for four neighbors needing floodproofing assistance.

I’ve prepared a simple action plan to help volunteers assess the sites mentioned and help them prepare for upcoming severe weather.

Find a new home for my family

100%

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Find a home in Luzerne County that fits my budget, has a separate living unit, and keeps my commute short after school drop-off. Add the deed to my cart so I can review it.

I found one home that meets your requirements. I’ve calculated the transfer tax and added the deed to your country records cart to review.

Watch a game with grandma from far away

96.3%

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Set up an easy way for grandma and me to watch the game together remotely.

The easiest watch setup is ready, with a backup if the stream fails. Want me to walk you through it with grandma?

Meal prep for a parent adjusting to a new diabetes diagnosis

90.4%

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Help my parent adjust to a new diabetes diagnosis with a practical care and meal plan.

The first-week plan is ready, including meals, reminders, and questions for the care team. Want to review it together before you share it with your parent?

Our latest models score very highly on many LifeVal tasks.

Task Best recorded GPT‑6 Astra score
Find and book a****sensory class that fits my toddler’s needs and our family’s schedule 100%
Check when my car is due for service and book an inspection before my road trip 100%
Order halal groceries for my three favorite meals, stay within my budget, and itemize the order in a spreadsheet 100%
Find a replacement for my wife’s lost engagement ring using a photo and its diamond report 100%
Find and order one****pocket-sized device to replace my phone, e-reader, and handheld game console 100%
Unsubscribe to email lists 100%
See more +

More task results

Over the past year, we’ve trained our models to become much faster, more capable, and more aligned on browser use, computer use, and connectors tasks. Enabling these capabilities in ChatGPT also expands the types of tasks the model can help with, helping move ChatGPT beyond a chat tool and towards a truly agentic personal assistant.

Why this matters

To ensure AGI benefits all of humanity, we need to measure and improve model progress on what matters in the lives of everyday people. That means going beyond academic assessments of model knowledge and actually measuring how well AI models can help people navigate decisions, manage everyday responsibilities, and get meaningful things done. We are hopeful that LifeVal represents a step towards that goal.

Author

OpenAI

來源:OpenAI News · openai.com