The Strangest Bottleneck in Modern LLMs Why insanely fast GPUs still can’t make LLMs feel instant The post The Strangest Bottleneck in Modern LLMs appeared first on Towards Data Science .

#Artificial #Intelligence #Autoregression #Deep #Dives #Llm #Machine #Learning

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#AI #AI, #ML #and #Deep #Learning #autoregression #DeepMind #diffusion #diffusion #language

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Original post on medium.com

Under the hood, an LLM is a statistical prediction model that is trained to generate a completion...

medium.com/@kichanyurd/under-the-ho...

#machine-learning […]

Long Short-Term Imputer: Handling Consecutive Missing Values in Time Series

Jiacheng You, Xinyang Chen, Yu Sun, Weili Guan, Liqiang Nie

Action editor: Jacek Cyranka

https://openreview.net/forum?id=9NVJ0ZgEfT

#imputation #autoregression #impute

Diffusion-based #LargeLanguageModels for generating text and code may become the next big thing in #AI. #dLLMs are much faster and cost less to run than #autoregression based models. #machinelearning #ML #genAI #generativeAI #tech

From Enterprise GenAI to Knowledge Intelligence: How to Take LLMs from Child’s Play to the Ente...

enterprise-knowledge.com/from-enterprise-genai-to...

#Artificial […]

[Original post on enterprise-knowledge.com]

OpenAI's o1 Model Excels in Reasoning But Struggles with Rare and Complex Tasks Researchers analyzed OpenAI’s o1 model and found it improves reasoning performance, but still retains probabilistic biases from autoregressive training, especially in rare or complex tasks.

🔍🤖📊 OpenAI's o1 Model Excels in Reasoning But Struggles with Rare and Complex Tasks www.azoai.com/news/2024100... #AI #MachineLearning #LanguageModels #Research #Innovation #OpenAI #Autoregression #Tech #AIModels @yalepress.bsky.social @princetonupress.bsky.social @arxiv-stat-ml.bsky.social