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Artwork for AI: post transformers

AI: post transformers

mcgrof

The transformer architecture revolutionized the world of Neural Networks. It was a springboard for what we know today as modern artificial intelligence. This podcast focuses on modern state of the art research paper reviews starting from the transformer and on.

PublishesDailyEpisodes340Founded3 months ago
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Artwork for AI: post transformers

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The research paper presents PageANN, a novel framework engineered to overcome the severe latency and scalability limitations facing existing **disk-based Approximate Nearest Neighbor Search (ANNS)** methods used in vector databases. Current systems s... more

This research presents a novel method for efficient long-context modeling in Large Language Models (LLMs) by tackling the quadratic complexity of attention mechanisms through KV cache compression. The core discovery is a fundamental **local KV cache ... more

The research systematically investigates the effects of integrating various gating mechanisms into the standard softmax attention layer, comparing over thirty configurations across dense and Mixture-of-Experts Large Language Models. The central findi... more

This research paper introduces LLaDA, an 8-billion parameter language model based on the masked diffusion model (MDM) architecture, specifically developed to challenge the assumption that core Large Language Model (LLM) capabilities are exclusive to ... more

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