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Qwen-AgentWorld: Language World Models for General Agents

4 hours ago
  • #General Agents
  • #World Modeling
  • #Language Models
  • Introduces Qwen-AgentWorld language world models for simulating agentic environments across 7 domains.
  • Develops models via a three-stage training pipeline: CPT, SFT, and RL with hybrid rewards.
  • Presents AgentWorldBench, a benchmark built from real-world interactions to evaluate language world models.
  • Demonstrates superior performance of Qwen-AgentWorld over existing frontier models on benchmarks.
  • Shows Qwen-AgentWorld enhances general agents as both a decoupled environment simulator and a unified foundation model.