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  1. **New State-of-the-Art:** Bee-8B establishes a new performance standard for fully open MLLMs, proving highly competitive with recent semi-open models across a wide array of benchmarks.
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  2. **Excellence in Complex Reasoning:** Thanks to the CoT-enriched Honey-Data-15M, Bee-8B shows its most significant advancements in complex math and reasoning. It achieves top scores on challenging benchmarks like **MathVerse**, **LogicVista**, and **DynaMath**.
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  3. **Superior Document and Chart Understanding:** The model demonstrates powerful capabilities in analyzing structured visual data, securing the top rank on the **CharXiv** benchmark for both descriptive and reasoning questions.
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- 4. **Robust Factual Accuracy:** Bee-8B excels in general VQA tasks that test factual accuracy and core visual skills, ranking first on benchmarks like **CountBench** and **RealWorldQA**.
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  ## Acknowledgements
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  1. **New State-of-the-Art:** Bee-8B establishes a new performance standard for fully open MLLMs, proving highly competitive with recent semi-open models across a wide array of benchmarks.
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  2. **Excellence in Complex Reasoning:** Thanks to the CoT-enriched Honey-Data-15M, Bee-8B shows its most significant advancements in complex math and reasoning. It achieves top scores on challenging benchmarks like **MathVerse**, **LogicVista**, and **DynaMath**.
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  3. **Superior Document and Chart Understanding:** The model demonstrates powerful capabilities in analyzing structured visual data, securing the top rank on the **CharXiv** benchmark for both descriptive and reasoning questions.
 
 
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  ## Acknowledgements
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