Large Language Models and Beyond

“Today a reader, tomorrow a leader.” 

― Margaret Fuller

By Stephen Wolfram (February 14, 2023)

A highly recommended article for a basic understanding of how ChatGPT works from the perspective of complex systems. 

Seminal Papers about Large Language Models

Other seminal papers on language models and generative AI

The Utility of Large Language Models and Generative AI for Education Research: This paper explores the integration of NLP feature extraction techniques with machine learning models like SVMs and Decision Trees for educational applications like automated grading​.


Science in the Age of Large Language Models: Published in Nature Reviews Physics, this article discusses the critical stage of generative AI (GenAI) in scientific research and the importance of integrating GenAI responsibly into scientific practice​.

An editorial from MIT Press, "What Have Large-Language Models and Generative AI Got to Do With It?", delves into the implications of generative algorithms and the ethical use of AI-generated text in various contexts.


What ChatGPT and Generative AI Mean for Science: This Nature article provides insights into the role of ChatGPT and generative AI in the scientific community, highlighting potential impacts and considerations​.


Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense: This paper discusses the text generation capabilities of LLMs, including various sampling strategies like maximum likelihood and top-K, crucial for understanding the functioning of these models​.


Large Language Models for Generative Information Extraction: This survey looks at the application of LLMs in information extraction, showcasing various models and techniques in this domain​.


Autonomous Chemical Research with Large Language Models: Published in Nature, this paper discusses the application of LLMs in automating chemical research, highlighting the integration of models like GPT-4 with robotic systems for laboratory task

Large Language Models and Robotics [2024]

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