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Webshop: Towards scalable real-world web interaction with grounded language agents
Most existing benchmarks for grounding language in interactive environments either lack
realistic linguistic elements, or prove difficult to scale up due to substantial human …
realistic linguistic elements, or prove difficult to scale up due to substantial human …
From pixels to ui actions: Learning to follow instructions via graphical user interfaces
Much of the previous work towards digital agents for graphical user interfaces (GUIs) has
relied on text-based representations (derived from HTML or other structured data sources) …
relied on text-based representations (derived from HTML or other structured data sources) …
Understanding html with large language models
Large language models (LLMs) have shown exceptional performance on a variety of natural
language tasks. Yet, their capabilities for HTML understanding--ie, parsing the raw HTML of …
language tasks. Yet, their capabilities for HTML understanding--ie, parsing the raw HTML of …
Webui: A dataset for enhancing visual ui understanding with web semantics
Modeling user interfaces (UIs) from visual information allows systems to make inferences
about the functionality and semantics needed to support use cases in accessibility, app …
about the functionality and semantics needed to support use cases in accessibility, app …
Unblind text inputs: predicting hint-text of text input in mobile apps via LLM
Mobile apps have become indispensable for accessing and participating in various
environments, especially for low-vision users. Users with visual impairments can use screen …
environments, especially for low-vision users. Users with visual impairments can use screen …
Heap: Hierarchical policies for web actions using llms
P Sodhi, SRK Branavan, R McDonald - 2023 - openreview.net
Large language models (LLMs) have demonstrated remarkable capabilities in performing a
range of instruction-following tasks in few and zero-shot settings. However, teaching LLMs to …
range of instruction-following tasks in few and zero-shot settings. However, teaching LLMs to …
Visual grounding for desktop graphical user interfaces
Most instance perception and image understanding solutions focus mainly on natural
images. However, applications for synthetic images, and more specifically, images of …
images. However, applications for synthetic images, and more specifically, images of …
From interaction to impact: Towards safer ai agents through understanding and evaluating ui operation impacts
With advances in generative AI, there is increasing work towards creating autonomous
agents that can manage daily tasks by operating user interfaces (UIs). While prior research …
agents that can manage daily tasks by operating user interfaces (UIs). While prior research …
Language Agents: From Next-Token Prediction to Digital Automation
S Yao - 2024 - search.proquest.com
Building autonomous agents to interact with the world lies at the core of artificial intelligence
(AI). This thesis introduces" language agents'', a new category of agents that utilize large …
(AI). This thesis introduces" language agents'', a new category of agents that utilize large …
Learning Language through Interactions with the Digital World
JB Yang - 2023 - search.proquest.com
A noteworthy omission in the development process of common NLP models is the lack of
interactive components. While common downstream applications of large language models …
interactive components. While common downstream applications of large language models …