MiniMax-M2

Papers using or citing this model 3

• R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents 168 citations · 2025 · arXiv (Cornell University) · arXiv

  Improving open-source models on real-world SWE tasks (solving GITHUB issues) faces two key challenges: 1) scalable curation of execution environments to train these models, and, 2) optimal scaling of test-time compute. We introduce...

• WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents 91 citations · 2025 · arXiv (Cornell University) · arXiv

  The paradigm of Large Language Models (LLMs) has increasingly shifted toward agentic applications, where web browsing capabilities are fundamental for retrieving information from diverse online sources. However, existing open-source web...

• FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning 30 citations · 2025 · arXiv (Cornell University) · arXiv

  Search has emerged as core infrastructure for LLM-based agents and is widely viewed as critical on the path toward more general intelligence. Finance is a particularly demanding proving ground: analysts routinely conduct complex,...