A collection of abstract shapes including cylinders, cones, and curves, floating in a pastel-colored space with a soft gradient. The shapes appear to be blurred, giving a sense of motion and dreaminess.
A collection of abstract shapes including cylinders, cones, and curves, floating in a pastel-colored space with a soft gradient. The shapes appear to be blurred, giving a sense of motion and dreaminess.

1) Establishing a theoretical framework connecting differential geometry with language model data augmentation; 2) Developing a toolkit for diffeomorphic data augmentation usable in large language model pre-training and fine-tuning; 3) Providing empirical evidence on how this method improves model performance in low-resource scenarios and adversarial environments

Text Transformation

Innovative algorithms for preserving semantic invariance in text.

A complex, abstract 3D shape with smooth, intertwined curves featuring a gradient of colors on a black background. The structure appears dynamic, with seamless blending of hues creating a visually striking pattern.
A complex, abstract 3D shape with smooth, intertwined curves featuring a gradient of colors on a black background. The structure appears dynamic, with seamless blending of hues creating a visually striking pattern.
Diffeomorphic Augmentation

Enhancing models with advanced text transformation techniques.

A close-up view of reflective surfaces displaying blurred text with words related to cognitive processes such as create, integrate, and discern. The text is predominantly white and appears on a dark background, creating a high contrast. The reflective surfaces create a distorted and layered effect, adding depth to the image.
A close-up view of reflective surfaces displaying blurred text with words related to cognitive processes such as create, integrate, and discern. The text is predominantly white and appears on a dark background, creating a high contrast. The reflective surfaces create a distorted and layered effect, adding depth to the image.
A geometric, paper-crafted object with a complex, polyhedral shape is suspended against a beige background. The object appears to be made from pieces of paper with map-like details, featuring lines and small symbols.
A geometric, paper-crafted object with a complex, polyhedral shape is suspended against a beige background. The object appears to be made from pieces of paper with map-like details, featuring lines and small symbols.
A person is standing in front of a projection that casts various images and text onto them. The projected images include religious symbols, such as a cross, and other household items. Text is visible across the person's face and clothing, creating a mixture of digital and physical elements.
A person is standing in front of a projection that casts various images and text onto them. The projected images include religious symbols, such as a cross, and other household items. Text is visible across the person's face and clothing, creating a mixture of digital and physical elements.
Experimental Validation

Comparative experiments with traditional and advanced methods.

Research

Innovative algorithms for semantic text transformation.

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