Large Language Models and Self-supervised Learning Quiz
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Questions and Answers

What is the main focus of the State of AI Report by Benaich and Air Street Capital?

  • The application potential of Generative AI
  • The comparison of different AI technologies
  • The transformative impact of large language models
  • The economic potential of generative AI (correct)

    • According to McKinsey, what percentage of employees' time can be automated with generative AI?

  • 50-60%
  • 60-70% (correct)
  • 70-80%
  • 40-50%

    • What is the key characteristic of ChatGPT according to the provided information?

  • Human-like conversational abilities
  • Highest level of encryption
  • Superior accuracy in language translation
  • Fastest growing user base (correct)

    • Based on the provided information, what does GPT-4 outperform every other LLM in?

    <p>Language processing</p> Signup and view all the answers

    What is the focus of the article from AI Impacts regarding ChatGPT?

    <p>User base growth rate</p> Signup and view all the answers

    According to Zhao et al.'s survey, what is a notable characteristic of large language models (LLMs) with a size greater than 10bn?

    <p>Increased data diversity</p> Signup and view all the answers

    What is the main emphasis of the article from Gartner regarding artificial intelligence?

    <p>Realistic expectations for AI application</p> Signup and view all the answers

    What is the primary learning objective mentioned in the provided information?

    <p>Leveraging generative AI's application potential</p> Signup and view all the answers

    What do exaggerated expectations lead to, according to the provided information?

    <p>Fast user growth but also rapid disinterest</p> Signup and view all the answers

    What is highlighted as the key to creating sustainable value with AI application?

    <p>Innovative use cases</p> Signup and view all the answers

    What is the main focus of learning about Large Language Models (LLMs)?

    <p>Mastering the art and science of writing prompts</p> Signup and view all the answers

    What are some of the challenges associated with Large Language Models (LLMs)?

    <p>The difficulty in validating LLMs</p> Signup and view all the answers

    What is one of the reasons why it's important to care about the technical particularities of LLMs?

    <p>Implications on business decisions and potentials</p> Signup and view all the answers

    What are the characteristics that describe current large language models in a nutshell?

    <p>Pre-training through self-supervision and fine-tuning with custom datasets</p> Signup and view all the answers

    What is a key reason for the difficulty in validating Large Language Models (LLMs)?

    <p>The model architecture and new learning paradigms</p> Signup and view all the answers

    What is the primary concern mentioned in the text about the AI boom?

    <p>Social and environmental exploitation</p> Signup and view all the answers

    According to Dr. Andreas Liebl, how will the output quality and ease of use of AI shape our lives?

    <p>It will shape both professional and private lives</p> Signup and view all the answers

    What are the six possible approaches for making LLM make-or-buy decisions?

    <p>Buy an application, make application, buy end-to-end application, make application pre-train LLM, stop, and make application fine-tune LLM</p> Signup and view all the answers

    What does developing LLMs in-house typically allow for?

    <p>Greater customization</p> Signup and view all the answers

    What is one of the concerns mentioned regarding the development of LLMs in-house?

    <p>Scarcity of experienced professionals</p> Signup and view all the answers

    What is the primary purpose of SUMM AI as mentioned in the text?

    <p>To transform complicated text into easy language</p> Signup and view all the answers

    What is Bastian Burger's role at TUM Venture Labs?

    <p>Director of Venture Labs Software &amp; AI</p> Signup and view all the answers

    According to Nicholas Wolf, when did he start experimenting with NLP models?

    <p>2019</p> Signup and view all the answers

    What is the process of adapting a pre-trained neural network model to perform specific tasks by training it on task-specific data?

    <p>Fine-tuning</p> Signup and view all the answers

    Which technique allows an AI model to understand and perform a task with no specific examples or training on that task?

    <p>Zero-shot learning</p> Signup and view all the answers

    What is the key characteristic of generative pre-trained transformer (GPT) according to the provided information?

    <p>Self-supervised learning</p> Signup and view all the answers

    What is the limitation associated with large language models (LLMs) mentioned in the text?

    <p>Hallucination and Constraints in Factuality &amp; Robustness</p> Signup and view all the answers

    Which limitation of large language models (LLMs) involves machines perpetuating biases and toxicity under the guise of objectivity?

    <p>Bias, fairness, and toxicity</p> Signup and view all the answers

    What is the milestone on the road to general AI according to the provided information?

    <p>Large language models (LLMs)</p> Signup and view all the answers

    What is the technique whereby an AI model learns to perform a new task with a small number of examples?

    <p>Few-shot learning</p> Signup and view all the answers

    What is the process of learning a representation of natural language from large-scale datasets of text, for example, via next-word prediction?

    <p>Self-supervised learning</p> Signup and view all the answers

    What is the technique whereby an AI model can understand and perform a task with no specific examples or training on that task?

    <p>Zero-shot learning</p> Signup and view all the answers

    What is the initial phase of training a neural network model where it learns from a large dataset, allowing the model to capture general knowledge and patterns from the data?

    <p>Pre-training</p> Signup and view all the answers

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