Papers

• WebGym: Scaling Training Environments for Visual Web Agents with Realistic Tasks (2026)
  Hao Bai et al.
  1.94
• WebArbiter: A Principle-Guided Reasoning Process Reward Model for Web Agents (2026)
  Yao Zhang et al.
  1.94
• MERRIN: A Benchmark for Multimodal Evidence Retrieval and Reasoning in Noisy Web Environments (2026)
  Han Wang et al.
  1.94
• WebWalker: Benchmarking LLMs in Web Traversal (2025)
  Jialong Wu et al.
  1.28
• SafeArena: Evaluating the Safety of Autonomous Web Agents (2025)
  Ada Defne Tur et al.
  1.28
• Distillation and Refinement of Reasoning in Small Language Models for Document Re-ranking (2025)
  Chris Samarinas et al.
  1.28
• MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs (2025)
  Zaid Alyafeai et al.
  1.28
• Build the web for agents, not agents for the web (2025)
  Xing Han Lù et al.
  1.28
• An Agentic System for Rare Disease Diagnosis with Traceable Reasoning (2025)
  Weike Zhao et al.
  1.28
• Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination (2025)
  Mingqi Wu et al.
  1.28
• VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use (2025)
  Dongfu Jiang et al.
  1.28
• Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs (2025)
  Yurun Chen et al.
  1.28
• Training-Free Group Relative Policy Optimization (2025)
  Yuzheng Cai et al.
  1.28
• The German Commons - 154 Billion Tokens of Openly Licensed Text for German Language Models (2025)
  Lukas Gienapp et al.
  1.28
• Multimodal Web Navigation with Instruction-Finetuned Foundation Models (2023)
  Hiroki Furuta et al.
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• AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks? (2024)
  Ori Yoran et al.
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• OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization (2024)
  Hongliang He et al.
  —