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@xlang-ai

XLANG NLP Lab

Developing embodied AI agents that empower users to use language to interact with digital and physical environments to carry out real-world tasks.

Welcome to theExecutableLanguageGrounding (XLANG) Lab! We are part of the HKU NLP Group at the University of Hong Kong. XLang focuses on building language model agents that transform (“grounding”) language instructions into code or actions executable in real-world environments, including databases (data agent), web applications (plugins/web agent), and the physical world (robotic agent) etc,. It lies at the heart of language model agents or natural language interfaces that can interact with and learn from these real-world environments to facilitate human interaction with data analysis, web applications, and robotic instruction through conversation. Recent advances in XLang incorporate techniques such as LLM + external tools, code generation, semantic parsing, and dialog or interactive systems.

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  1. OSWorldOSWorldPublic

    [NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

    Python 1.7k 202

  2. aguvisaguvisPublic

    Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction

    Python 265 17

  3. OpenAgentsOpenAgentsPublic

    [COLM 2024] OpenAgents: An Open Platform for Language Agents in the Wild

    Python 4.2k 469

  4. instructor-embeddinginstructor-embeddingPublic

    [ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings

    Python 1.9k 144

  5. text2rewardtext2rewardPublic

    [ICLR 2024 Spotlight] Code for the paper "Text2Reward: Reward Shaping with Language Models for Reinforcement Learning"

    Jupyter Notebook 154 8

  6. DS-1000DS-1000Public

    [ICML 2023] Data and code release for the paper "DS-1000: A Natural and Reliable Benchmark for Data Science Code Generation".

    Python 238 26

Repositories

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Showing 10 of 22 repositories
  • computer-agent-arena-hub Public

    Computer Agent Arena Hub: Compare & Test AI Agents on Crowdsourced Real-World Computer Use Tasks

    xlang-ai/computer-agent-arena-hub’s past year of commit activity
    Python 120 0 0 UpdatedMar 21, 2025
  • Spider2 Public

    [ICLR 2025 Oral] Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows

    xlang-ai/Spider2’s past year of commit activity
    HTML 369Apache-2.0 47 18 0 UpdatedMar 11, 2025
  • aguvis Public

    Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction

    xlang-ai/aguvis’s past year of commit activity
    Python 265 17 17 0 UpdatedMar 7, 2025
  • OSWorld Public

    [NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

    xlang-ai/OSWorld’s past year of commit activity
    Python 1,701Apache-2.0 202 50 0 UpdatedMar 6, 2025
  • AgentTrek Public

    [ICLR2025 Spotlight] Agent Trajectory Synthesis via Guiding Replay with Web Tutorials

    xlang-ai/AgentTrek’s past year of commit activity
    Python 270 1 0 UpdatedFeb 21, 2025
  • xlang-ai.github.io Public

    The official website of xlang.ai

    xlang-ai/xlang-ai.github.io’s past year of commit activity
    TypeScript 30 0 0 UpdatedFeb 14, 2025
  • BRIGHT Public

    BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval

    xlang-ai/BRIGHT’s past year of commit activity
    Python 91CC-BY-4.0 9 3 1 UpdatedFeb 12, 2025
  • verl Public Forked fromvolcengine/verl

    veRL: Volcano Engine Reinforcement Learning for LLM

    xlang-ai/verl’s past year of commit activity
    Python 1Apache-2.0 525 0 0 UpdatedJan 27, 2025
  • instructor-embedding Public

    [ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings

    xlang-ai/instructor-embedding’s past year of commit activity
    Python 1,923Apache-2.0 144 32 4 UpdatedJan 15, 2025
  • text2reward Public

    [ICLR 2024 Spotlight] Code for the paper "Text2Reward: Reward Shaping with Language Models for Reinforcement Learning"

    xlang-ai/text2reward’s past year of commit activity
    Jupyter Notebook 154 8 2 0 UpdatedDec 17, 2024
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