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Moving Earth, Word, and Concept. Distance as a measure of difference | by Danielle Boccelli | Jan, 2024

Photo by Nadine Shaabana on UnsplashDistance as a measure of difference This article discusses three measures of distance: (1) the Earth Mover’s Distance (EMD; Rubner et al., 1998); (2) the Word Mover’s Distance (WMD; Kusner et al., 2015); and (3) the Concept Mover’s Distance (CMD; Stoltz & Taylor, 2019). These measures build on one another…

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This AI Paper from Victoria University of Wellington and NVIDIA Unveils TrailBlazer: A Novel AI Approach to Simplify Video Synthesis Using Bounding Boxes

Advancements in generative models for text-to-image (T2I) have been dramatic. Recently, text-to-video (T2V) systems have made significant strides, enabling the automatic generation of videos based on textual prompt descriptions. One primary challenge in video synthesis is the extensive memory and training data required. Methods based on the pre-trained Stable Diffusion (SD) model have been proposed…

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Improving language models by retrieving from trillions of tokens

In recent years, significant performance gains in autoregressive language modeling have been achieved by increasing the number of parameters in Transformer models. This has led to a tremendous increase in training energy cost and resulted in a generation of dense “Large Language Models” (LLMs) with 100+ billion parameters. Simultaneously, large datasets containing trillions of words…

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Key differences, Role & Types

Tracking a sale from start to finish helps businesses maintain the right inventory levels, implement the best cash flow tactics, and ensure customers are receiving the right products. Since most businesses are monitoring multiple sales at once, keeping an accurate record of every step along the way is crucial. Regardless of the business type, operating…

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A New MIT Research Announces a Vision Check-Up for Language Models

The study investigates how text-based models like LLMs perceive and interpret visual information in exploring the intersection of language models and visual understanding. The research ventures into uncharted territory, probing the extent to which models designed for text processing can encapsulate and depict visual concepts, a challenging area considering the inherent non-visual nature of these…

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