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README.md
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Sample output:
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Image by [Vaishakh Manohar](https://www.quantamagazine.org/the-simple-algorithm-that-ants-use-to-build-bridges-20180226/)
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<pre style="white-space: pre-wrap;">
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The image shows a group of red imported fire ants (Solenopsis invicta) forming a bridge between two wooden posts. The relevance for materials design lies in the ants' ability to construct a bridge using their body parts, which demonstrates the potential for biomimetic design. Biomimetic design involves emulating natural processes and structures to create new materials and technologies. The ants' bridge construction could inspire the development of novel materials with enhanced structural properties, such as lightweight yet strong materials for construction and engineering applications.
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</pre>
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## Dataset generation
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The schematic below shows a visualization of the approach to generate datasets for training the vision model. The extraction process employs advanced algorithms to accurately detect and separate images and their corresponding textual descriptions from complex PDF documents. It involves extracting images and captions from PDFs to create well-reasoned image-text pairs, utilizing large language models (LLMs) for natural language processing. These image-text pairs are then refined and validated through LLM-based NLP processing, ensuring high-quality and contextually relevant data for training.
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Sample output:
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<small>Image by [Vaishakh Manohar](https://www.quantamagazine.org/the-simple-algorithm-that-ants-use-to-build-bridges-20180226/)</small>
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<pre style="white-space: pre-wrap;">
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The image shows a group of red imported fire ants (Solenopsis invicta) forming a bridge between two wooden posts. The relevance for materials design lies in the ants' ability to construct a bridge using their body parts, which demonstrates the potential for biomimetic design. Biomimetic design involves emulating natural processes and structures to create new materials and technologies. The ants' bridge construction could inspire the development of novel materials with enhanced structural properties, such as lightweight yet strong materials for construction and engineering applications.
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</pre>
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## Dataset generation
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The schematic below shows a visualization of the approach to generate datasets for training the vision model. The extraction process employs advanced algorithms to accurately detect and separate images and their corresponding textual descriptions from complex PDF documents. It involves extracting images and captions from PDFs to create well-reasoned image-text pairs, utilizing large language models (LLMs) for natural language processing. These image-text pairs are then refined and validated through LLM-based NLP processing, ensuring high-quality and contextually relevant data for training.
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