ReAct: Synergizing Reasoning and Acting in Language Models
Shunyu Yao , Jeffrey Zhao , Dian Yu , Nan Du , Izhak Shafran , Karthik Narasimhan , Yuan Cao
- 🏛 Institutions
- Princeton University , Google Research
- 📅 Date
- October 6, 2022
- 📑 Publisher
- ICLR 2023
- 💻 Env
- 🔑 Keywords
TLDR
Introduces ReAct, the now-standard prompting pattern that interleaves reasoning traces with actions. It is not a GUI paper, but it is foundational because many later web and computer-use agents build directly on this reasoning-action decomposition.
Related papers (15)
- Improving Proficiency and Efficiency of Android GUI Agents via Self-Generating Tool ActionsSeptember 6, 2026 · arXiv
- CUA-Universe: A Scalable and Dynamic Environment for Hybrid GUI+CLI AgentsSeptember 4, 2026 · arXiv
- OmegaUse-SOP: SOP Engineering for Professional Computer Use from Human DemonstrationsSeptember 2, 2026 · arXiv
- Iron: Intent-Aligned and Retrospective Dual Learning Framework for Enhancing Generalist Virtual AgentsAugust 28, 2026 · arXiv
- WM-R1: Training GUI Agents to Reason and leverage World Models with Reinforcement LearningAugust 27, 2026 · arXiv
- ASIL: Replacing Screenshot-and-Click with Structured State and Semantic ActionsAugust 27, 2026 · arXiv
- AOHP: An Open-Source OS-Level Agent Harness for Personalized, Efficient and Secure InteractionJune 22, 2026 · arXiv
- Scaling, Benchmarking, and Reasoning of Vision-Language Agents for Mobile GUI NavigationMay 26, 2026 · ICML 2026 (Poster)
- MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GUI Agent ResearchMay 25, 2026 · arXiv
- ScaleWoB: Guiding GUI Agents with Coding Agents via Large-Scale Environmental SynthesisMay 24, 2026 · arXiv
- VLAA-GUI: Knowing When to Stop, Recover, and Search, A Modular Framework for GUI AutomationApril 23, 2026 · arXiv
- ClawGUI: A Unified Framework for Training, Evaluating, and Deploying GUI AgentsApril 13, 2026 · arXiv
- EE-MCP: Self-Evolving MCP-GUI Agents via Automated Environment Generation and Experience LearningApril 10, 2026 · arXiv
- OpeFlo: Automated UX Evaluation via Simulated Human Web Interaction with GUI GroundingFebruary 25, 2026 · arXiv
- LongHorizonUI: A Unified Framework for Robust long-horizon Task Automation of GUI AgentJanuary 26, 2026 · ICLR 2026 (Poster)