mirror of
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58 lines
2.2 KiB
YAML
58 lines
2.2 KiB
YAML
# ── CITATION.cff ───────────────────────────────────────────────
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cff-version: 1.2.0
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title: "OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation"
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message: "If you use OWL or find it helpful, please cite this paper."
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abstract: >
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Large Language Model (LLM)-based multi-agent systems show promise for
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automating real-world tasks but struggle to transfer across domains
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due to their domain-specific nature. We introduce Workforce, a
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hierarchical multi-agent framework that decouples strategic planning
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from specialized execution via a domain-agnostic Planner, a
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Coordinator, and domain-specific Worker agents. Optimized Workforce
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Learning (OWL) further improves cross-domain generalization through
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reinforcement learning from real-world feedback. Experiments on the
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GAIA benchmark show state-of-the-art open-source performance
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(69.70 %), surpassing commercial systems like Deep Research and
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approaching GPT-4o. By enabling scalable generalization and modular
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domain transfer, OWL lays a foundation for the next generation of
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general-purpose AI assistants.
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version: "v2"
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doi: 10.48550/arXiv.2505.23885
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url: https://arxiv.org/pdf/2505.23885
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date-released: 2025-06-11
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authors:
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- family-names: Hu
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given-names: Mengkang
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- family-names: Zhou
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given-names: Yuhang
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- family-names: Fan
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given-names: Wendong
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- family-names: Nie
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given-names: Yuzhou
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- family-names: Xia
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given-names: Bowei
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- family-names: Sun
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given-names: Tao
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- family-names: Ye
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given-names: Ziyu
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- family-names: Jin
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given-names: Zhaoxuan
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- family-names: Li
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given-names: Yingru
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- family-names: Chen
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given-names: Qiguang
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- family-names: Zhang
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given-names: Zeyu
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- family-names: Wang
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given-names: Yifeng
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- family-names: Ye
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given-names: Qianshuo
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- family-names: Ghanem
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given-names: Bernard
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- family-names: Luo
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given-names: Ping
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- family-names: Li
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given-names: Guohao
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# ───────────────────────────────────────────────────────────────
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