GraphVerse: A Comprehensive Visual Graph Reasoning Benchmark for Multimodal Large Language Models

GraphVerse is a new benchmark designed to rigorously test Multimodal Large Language Models (MLLMs) on Visual Graph Reasoning (VGR). It moves beyond simple visual perception by requiring models to perform multi-step reasoning over graph structures, using image editing strategies and a process-sensitive scoring metric. This provides a more realistic and comprehensive evaluation of MLLM capabilities.

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