Web Agents with World Models
Collection
ICLR 2025 • 9 items • Updated • 1
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You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-5 best-selling product in 2023
PREVIOUS ACTION: ['None']
CURRENT OBSERVATION: Tab 0 (current): Dashboard / Magento Admin
[1] RootWebArea 'Dashboard / Magento Admin' focused: True
[6] link 'Magento Ad... | [Next State] The expected result is that the webpage will display a list of the top 5 best-selling products for 2023, including their names, prices, and quantities sold. This will allow me to identify the best-performing products in terms of sales for the specified year. |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-5 best-selling product in 2023
PREVIOUS ACTION: ['None', "click [1121] where [1121] is tab 'The information in this tab has been changed. This tab contains invalid data. Please resolve this before savin... | [Next State] The expected effect is that more rows of data will be displayed, potentially showing the top-selling products along with their prices and quantities sold, allowing me to gather the necessary information to determine the top-5 best-selling products in 2023. |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-5 best-selling product in 2023
PREVIOUS ACTION: ['None', "click [1121] where [1121] is tab 'The information in this tab has been changed. This tab contains invalid data. Please resolve this before savin... | [Next State] The expected effect is that the tab will be activated or highlighted, and I may see additional options or details related to the top-selling products in 2023, including their names, prices, and quantities sold. However, since I only performed a hover action, I do not expect the content to change significan... |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-5 best-selling product in 2023
PREVIOUS ACTION: ['None', "click [1121] where [1121] is tab 'The information in this tab has been changed. This tab contains invalid data. Please resolve this before savin... | [Next State] The expected outcome is that the page will refresh to show a detailed view of the best-selling products, including information such as product names, prices, and quantities sold. This will help to fulfill the objective of identifying the top 5 best-selling products in 2023. |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-5 best-selling brand in Year 2021
PREVIOUS ACTION: ['None']
CURRENT OBSERVATION: Tab 0 (current): Dashboard / Magento Admin
[1] RootWebArea 'Dashboard / Magento Admin' focused: True
[53] link 'Magent... | [Next State] Upon clicking the 'SALES' link, I anticipate that the page will transition to a sales overview with options for reports, orders, invoices, shipments, and possibly a specific option for viewing sales reports by brand or product category for the year 2021. This will allow me to further explore the sales data... |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-5 best-selling brand in Year 2021
PREVIOUS ACTION: ['None', "click [12] where [12] is link '\\ue60b SALES'"]
CURRENT OBSERVATION: Tab 0 (current): Dashboard / Magento Admin
[1] RootWebArea 'Dashboard ... | [Next State] The expected effect is that I will now be able to view a list of the best-selling products, which should include product names, prices, and quantities sold. This information will help me identify the top 5 best-selling brands for the year 2021. |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-5 best-selling brand in Year 2021
PREVIOUS ACTION: ['None', "click [12] where [12] is link '\\ue60b SALES'", "click [1121] where [1121] is tab 'The information in this tab has been changed. This tab con... | [Next State] Consequently, the expected outcome is that I will see a change in the display of the product list, either sorting the products by name or allowing for additional actions related to the products. However, the actual sales data for the top 5 best-selling brands will not yet be visible until further actions a... |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-5 best-selling brand in Year 2021
PREVIOUS ACTION: ['None', "click [12] where [12] is link '\\ue60b SALES'", "click [1121] where [1121] is tab 'The information in this tab has been changed. This tab con... | [Next State] In the next state, I expect to be taken to an advanced reporting section that will likely provide detailed insights into sales data, including the top-selling brands for the year 2021. This section should feature tables, charts, or other data visualization tools that highlight the best-selling brands along... |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-3 best-selling product type in Year 2021
PREVIOUS ACTION: ['None']
CURRENT OBSERVATION: Tab 0 (current): Dashboard / Magento Admin
[1] RootWebArea 'Dashboard / Magento Admin' focused: True
[54] link ... | [Next State] The page will now display a list of best-selling products along with their prices and quantities sold, which will help me discern the top-3 best-selling product types for 2021. |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-2 best-selling product type in Q4 2022
PREVIOUS ACTION: ['None']
CURRENT OBSERVATION: Tab 0 (current): Dashboard / Magento Admin
[1] RootWebArea 'Dashboard / Magento Admin' focused: True
[51] link 'M... | [Next State] The expected effect is that the page will display detailed options related to sales, including subcategories such as Orders, Invoices, and potentially a section for Bestsellers, among others. This will allow me to further navigate to find the top-selling product types, specifically for Q4 2022. |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-2 best-selling product type in Q4 2022
PREVIOUS ACTION: ['None', "click [12] where [12] is link '\\ue60b SALES'"]
CURRENT OBSERVATION: Tab 0 (current): Dashboard / Magento Admin
[1] RootWebArea 'Dashb... | [Next State] The expected effect is that the page will transition to the Orders section, where I will be able to see a list of orders and potentially filter or analyze the sales data to find the top-2 best-selling product types for Q4 2022. This view may include options to view order details, search for specific produc... |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/sales/order/
OBJECTIVE: What is the top-2 best-selling product type in Q4 2022
PREVIOUS ACTION: ['None', "click [12] where [12] is link '\\ue60b SALES'", "click [295] where [295] is link 'Orders'"]
CURRENT OBSERVATION: Tab 0 (current): Orders / ... | [Next State] In the next state, I expect to see the dashboard with options for viewing various reports. I will likely have access to performance metrics, including sales data and possibly a specific section or tab regarding best-selling product types. I will need to navigate further to find the top-2 best-selling produ... |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-2 best-selling product type in Q4 2022
PREVIOUS ACTION: ['None', "click [12] where [12] is link '\\ue60b SALES'", "click [295] where [295] is link 'Orders'", "click [1271] where [1271] is link '\\ue604 ... | [Next State] The expected effect is that this will display a detailed table or list of the best-selling products, including their names, prices, and quantities sold. This will help me identify the top-2 best-selling product types specifically for Q4 2022. |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What is the top-2 best-selling product type in Q4 2022
PREVIOUS ACTION: ['None', "click [12] where [12] is link '\\ue60b SALES'", "click [295] where [295] is link 'Orders'", "click [1271] where [1271] is link '\\ue604 ... | [Next State] In the expected next state, I will see the sales dashboard where I can find detailed insights related to the sales data, including the top-selling product types for the specified time period, which is Q4 2022. This will likely include a list of products sorted by sales quantity or revenue, making it easier... |
You are an intelligent agent that predict next state from given current action, with your own logical reasoning. You will be given web-based tasks.
Here's the information you'll have:
The user's objective: This is the task you're trying to complete.
The current web page's accessibility tree: This is a simplified repr... | URL: http://ec2-3-23-128-184.us-east-2.compute.amazonaws.com:7780/admin/admin/dashboard/
OBJECTIVE: What are the top-7 best-selling product in 2024
PREVIOUS ACTION: ['None']
CURRENT OBSERVATION: Tab 0 (current): Dashboard / Magento Admin
[1] RootWebArea 'Dashboard / Magento Admin' focused: True
[54] link 'Magento ... | [Next State] The anticipated outcome is that the page will show a detailed list of the top-selling products, specifically highlighting their names, prices, and quantities sold, which will help in identifying the top-7 best-selling products in 2024. |
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