To handle the Antikythera mechanism as serial-parallel recursively nested hypergraphs and shape a transformer model using such deeply nested structures, you need to work with recursive data structures ...

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Antikythera is also known for the discovery of the Antikythera Mechanism, an ancient Greek analogue computer dating back to around 150–100 BCE. This device was used to predict astronomical ...

you can try the Llama 3.2 90B model that comes with vision capability. Meta has shown the Llama 3.3 70B matches or outclasses 405B in several benchmarks including GPQA Diamond, HumanEval, and MMLU.

This study aimed to construct a theoretical model of a policy feedback mechanism for guiding healthcare improvement based on healthcare improvement in China’s context. Methods: We constructed a ...

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PS: The paper trains the model for 100 epochs for a fair comparison. You can use more data and train for more epochs to get better performance.