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Mm- boundary: Advancing mllm knowledge boundary awareness through reasoning step confidence calibration

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cs.CV 1

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2026 1

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

cs.CV · 2026-05-21 · unverdicted · novelty 7.0

AgroTools is a new benchmark for tool-augmented multimodal agents in agriculture featuring 539 QA pairs, 1,097 images, five task families, and 14 tools, with evaluations showing major limitations in current models' tool planning and execution.

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  • AgroTools: A Benchmark for Tool-Augmented Multimodal Agents in Agriculture cs.CV · 2026-05-21 · unverdicted · none · ref 18

    AgroTools is a new benchmark for tool-augmented multimodal agents in agriculture featuring 539 QA pairs, 1,097 images, five task families, and 14 tools, with evaluations showing major limitations in current models' tool planning and execution.