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Tool learning with foundation models
Humans possess an extraordinary ability to create and utilize tools. With the advent of
foundation models, artificial intelligence systems have the potential to be equally adept in …
foundation models, artificial intelligence systems have the potential to be equally adept in …
Repoagent: An llm-powered open-source framework for repository-level code documentation generation
Generative models have demonstrated considerable potential in software engineering,
particularly in tasks such as code generation and debugging. However, their utilization in the …
particularly in tasks such as code generation and debugging. However, their utilization in the …
Knowagent: Knowledge-augmented planning for llm-based agents
Large Language Models (LLMs) have demonstrated great potential in complex reasoning
tasks, yet they fall short when tackling more sophisticated challenges, especially when …
tasks, yet they fall short when tackling more sophisticated challenges, especially when …
Automating the enterprise with foundation models
Automating enterprise workflows could unlock $4 trillion/year in productivity gains. Despite
being of interest to the data management community for decades, the ultimate vision of end …
being of interest to the data management community for decades, the ultimate vision of end …
Screenagent: A vision language model-driven computer control agent
Existing Large Language Models (LLM) can invoke a variety of tools and APIs to complete
complex tasks. The computer, as the most powerful and universal tool, could potentially be …
complex tasks. The computer, as the most powerful and universal tool, could potentially be …
Agent planning with world knowledge model
Recent endeavors towards directly using large language models (LLMs) as agent models to
execute interactive planning tasks have shown commendable results. Despite their …
execute interactive planning tasks have shown commendable results. Despite their …
Large language model-brained gui agents: A survey
GUIs have long been central to human-computer interaction, providing an intuitive and
visually-driven way to access and interact with digital systems. The advent of LLMs …
visually-driven way to access and interact with digital systems. The advent of LLMs …
ProcessCarbonAgent: A large language models-empowered autonomous agent for decision-making in manufacturing carbon emission management
Abstract Knowledge-intensive production represents a primary trend in industrial
manufacturing, which heavily relies on the production logs of large-scale, historically similar …
manufacturing, which heavily relies on the production logs of large-scale, historically similar …
Towards responsible generative ai: A reference architecture for designing foundation model based agents
Foundation models, such as large language models (LLMs), have been widely recognised
as transformative AI technologies due to their capabilities to understand and generate …
as transformative AI technologies due to their capabilities to understand and generate …
Flowbench: Revisiting and benchmarking workflow-guided planning for llm-based agents
LLM-based agents have emerged as promising tools, which are crafted to fulfill complex
tasks by iterative planning and action. However, these agents are susceptible to undesired …
tasks by iterative planning and action. However, these agents are susceptible to undesired …