Tag: autoregressive models
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Hacker News: Some Thoughts on Autoregressive Models
Source URL: https://wonderfall.dev/autoregressive/ Source: Hacker News Title: Some Thoughts on Autoregressive Models Feedly Summary: Comments AI Summary and Description: Yes **Summary:** This text offers a comprehensive critique of autoregressive (AR) models, particularly large language models (LLMs), highlighting their strengths and limitations regarding human-like cognition and reasoning. It emphasizes the need for alternative architectures that integrate…
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Hacker News: Why I find diffusion models interesting?
Source URL: https://rnikhil.com/2025/03/06/diffusion-models-eval Source: Hacker News Title: Why I find diffusion models interesting? Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses a newly released diffusion model, known as dLLM, which aims to enhance the traditional autoregressive approach used in language model generation by allowing simultaneous generation and validation of text. This…
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Hacker News: Entropy of a Large Language Model output
Source URL: https://nikkin.dev/blog/llm-entropy.html Source: Hacker News Title: Entropy of a Large Language Model output Feedly Summary: Comments AI Summary and Description: Yes **Summary:** This text discusses the functionalities and implications of large language models (LLMs) like ChatGPT from an information theoretic perspective, particularly focusing on concepts such as token generation and entropy. This examination provides…
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Hacker News: Diffusion Is Spectral Autoregression
Source URL: https://sander.ai/2024/09/02/spectral-autoregression.html Source: Hacker News Title: Diffusion Is Spectral Autoregression Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the similarities between diffusion models and autoregressive models in the context of generative modeling, particularly for visual data. It elaborates on the mathematical aspects and underlying principles that link these two paradigms,…