Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence?

📰 ArXiv cs.AI

Agentic-MME evaluates multimodal large language models as active agents with flexible tool integration and verification of tool invocation and application

advanced Published 6 Apr 2026
Action Steps
  1. Evaluate existing multimodal large language models for their ability to invoke and apply visual and search tools
  2. Develop flexible tool integration methods to assess model performance
  3. Verify tool invocation and application to ensure correct usage
  4. Assess model performance based on intermediate results and tool usage, not just final answers
Who Needs to Know This

AI researchers and developers benefit from understanding the capabilities and limitations of multimodal intelligence, and how to effectively evaluate and integrate agentic capabilities into their models

Key Insight

💡 Agentic capability in multimodal intelligence enables models to actively solve problems by invoking and applying visual and search tools

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🤖 Agentic-MME: Evaluating multimodal LLMs as active agents with flexible tool integration #AI #MultimodalIntelligence
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