most citedCan LLMs "Reason" in Music? An Evaluation of LLMs' Capability of Music Understanding and Generation

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cs.CV2026

AgroTools: A Benchmark for Tool-Augmented Multimodal Agents in Agriculture

Zi Ye, Yibin Wen, Xiaoya Fan +10

Agricultural decision-making increasingly requires multimodal systems that can transform visual observations into reliable, executable actions. However, existing agricultural multi…

cs.CV2026

Beyond RGB: Benchmarking and Enhancing MLLMs for Hyperspectral Image Understanding via Training-Free Reasoning Framework

Xinyu Zhang, Zurong Mai, Qingmei Li +13

Multimodal Large Language Models (MLLMs) have achieved strong performance on RGB image understanding, yet their ability to use spectral evidence beyond the visible range remains la…