Tag: podcast
All the articles with the tag "podcast".
How much do language models memorize?
Published:Explores the concept of memorization in large language models (LLMs), introducing a novel method to quantify it and distinguish it from generalization. The authors define model capacity and investigate its relationship with dataset size, training dynamics, and membership inference.
The Impact of Generative AI on Critical Thinking: Self-Reported Reductions in Cognitive Effort and Confidence Effects From a Survey of Knowledge Workers
Published:This paper investigates the impact of Generative AI (GenAI) tools on critical thinking skills and practices among knowledge workers. Through a survey of 319 participants who shared 936 real-world examples of using GenAI in their work, the study explores when and how critical thinking is enacted and how GenAI affects the effort involved.
Executable Code Actions Elicit Better LLM Agents
Published:This briefing document summarizes the key findings and contributions of the paper "Executable Code Actions Elicit Better LLM Agents." The paper introduces CodeAct, a novel approach that consolidates Large Language Model (LLM) agent actions into a unified action space using executable Python code. By integrating LLMs with a Python interpreter, CodeAct allows for dynamic action revision and the emission of new actions based on real-time feedback from the environment.