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This research paper delves into the integration of OpenAI's ChatGPT into embodied agent systems, evaluating its influence on interactive decision-making benchmark. Drawing a parallel to the concept of people assuming roles according to…

Artificial Intelligence · Computer Science 2023-08-04 Po-Lin Chen , Cheng-Shang Chang

We introduce WebGames, a comprehensive benchmark suite designed to evaluate general-purpose web-browsing AI agents through a collection of 50+ interactive challenges. These challenges are specifically crafted to be straightforward for…

Machine Learning · Computer Science 2025-02-26 George Thomas , Alex J. Chan , Jikun Kang , Wenqi Wu , Filippos Christianos , Fraser Greenlee , Andy Toulis , Marvin Purtorab

Modern web agents possess computer use abilities that allow them to interact with webpages by sending commands to a virtual keyboard and mouse. While such agents have considerable potential to assist human users with complex tasks,…

Artificial Intelligence · Computer Science 2025-07-25 Yixiao Song , Katherine Thai , Chau Minh Pham , Yapei Chang , Mazin Nadaf , Mohit Iyyer

Web AI agents such as ChatGPT Agent and GenSpark are increasingly used for routine web-based tasks, yet they still rely on text-based input prompts, lack proactive detection of user intent, and offer no support for interactive data analysis…

Human-Computer Interaction · Computer Science 2026-01-22 Yanwei Huang , Arpit Narechania

Evaluating AI agents within complex, interactive environments that mirror real-world challenges is critical for understanding their practical capabilities. While existing agent benchmarks effectively assess skills like tool use or…

Artificial Intelligence · Computer Science 2025-08-15 Long Phan , Mantas Mazeika , Andy Zou , Dan Hendrycks

Web browsers are a portal to the internet, where much of human activity is undertaken. Thus, there has been significant research work in AI agents that interact with the internet through web browsing. However, there is also another…

Computation and Language · Computer Science 2025-06-18 Yueqi Song , Frank Xu , Shuyan Zhou , Graham Neubig

Over the eight months since its release, ChatGPT and its underlying model, GPT3.5, have garnered massive attention, due to their potent mix of capability and accessibility. While a niche-industry of papers have emerged examining the scope…

Computation and Language · Computer Science 2024-02-07 David Bayani

Safe, agile, and socially compliant multi-robot navigation in cluttered and constrained environments remains a critical challenge. This is especially difficult with self-interested agents with unique, unknown priorities in decentralized…

Robotics · Computer Science 2026-05-12 Vagul Mahadevan , Shangtong Zhang , Rohan Chandra

Question-and-answer formats provide a novel experimental platform for investigating cybersecurity questions. Unlike previous chatbots, the latest ChatGPT model from OpenAI supports an advanced understanding of complex coding questions. The…

Cryptography and Security · Computer Science 2022-12-23 Forrest McKee , David Noever

Artificially intelligent chatbot, such as ChatGPT, represents a recent and powerful advancement in the AI domain. Users prefer them for obtaining quick and precise answers, avoiding the usual hassle of clicking through multiple links in…

Artificial Intelligence · Computer Science 2023-11-01 Seraj A. M. Mostafa , Md Z. Islam , Mohammad Z. Islam , Fairose Jeehan , Saujanna Jafreen , Raihan U. Islam

Large language models (LLMs) such as ChatGPT and GPT-4 have recently demonstrated their remarkable abilities of communicating with human users. In this technical report, we take an initiative to investigate their capacities of playing text…

Computation and Language · Computer Science 2025-04-01 Chen Feng Tsai , Xiaochen Zhou , Sierra S. Liu , Jing Li , Mo Yu , Hongyuan Mei

Efficiently solving real-world problems with LLMs increasingly hinges on their ability to interact with dynamic web environments and autonomously acquire external information. While recent research like Search-R1 and WebDancer demonstrates…

Computation and Language · Computer Science 2025-10-15 Tao Yu , Zhengbo Zhang , Zhiheng Lyu , Junhao Gong , Hongzhu Yi , Xinming Wang , Yuxuan Zhou , Jiabing Yang , Ping Nie , Yan Huang , Wenhu Chen

We explore the potential for productive team-based collaboration between humans and Artificial Intelligence (AI) by presenting and conducting initial tests with a general framework that enables multiple human and AI agents to work together…

Human-Computer Interaction · Computer Science 2024-12-04 Benjamin Klieger , Charis Charitsis , Miroslav Suzara , Sierra Wang , Nick Haber , John C. Mitchell

Seamless interaction between AI agents and humans using natural language remains a key goal in AI research. This paper addresses the challenges of developing interactive agents capable of understanding and executing grounded natural…

Artificial Intelligence · Computer Science 2024-07-15 Shrestha Mohanty , Negar Arabzadeh , Andrea Tupini , Yuxuan Sun , Alexey Skrynnik , Artem Zholus , Marc-Alexandre Côté , Julia Kiseleva

Large Language Model (LLM) web agents often struggle with long-horizon web navigation and web task completion in new websites, producing inefficient action sequences unless fine-tuned on environment-specific data. We show that…

A common vision from science fiction is that robots will one day inhabit our physical spaces, sense the world as we do, assist our physical labours, and communicate with us through natural language. Here we study how to design artificial…

New chat AI applications like ChatGPT offer an advanced understanding of question context and memory across multi-step tasks, such that experiments can test its deductive reasoning. This paper proposes a multi-role and multi-step challenge,…

Artificial Intelligence · Computer Science 2023-01-05 David Noever , Forrest McKee

While much work on web agents emphasizes the promise of autonomously performing tasks on behalf of users, in reality, agents often fall short on complex tasks in real-world contexts and modeling user preference. This presents an opportunity…

Artificial Intelligence · Computer Science 2026-03-02 Faria Huq , Zora Zhiruo Wang , Frank F. Xu , Tianyue Ou , Shuyan Zhou , Jeffrey P. Bigham , Graham Neubig

The advent of ChatGPT, a large language model-powered chatbot, has prompted questions about its potential implications for traditional search engines. In this study, we investigate the differences in user behavior when employing search…

Artificial Intelligence · Computer Science 2023-07-04 Ruiyun Xu , Yue Feng , Hailiang Chen

Recently, large language model (LLM)-based agents have achieved significant success in interactive environments, attracting significant academic and industrial attention. Despite these advancements, current research predominantly focuses on…

Computation and Language · Computer Science 2025-05-22 Peng Wang , Ruihan Tao , Qiguang Chen , Mengkang Hu , Libo Qin
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