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Generative AI

INTRODUCTION

Note: that this section is under development. Some pages may not yet have full content.

This section is a collection of resources for understanding how generative AI models work. Its a way for me to understand and experience how AI models work. It is also a placeholder for my own experiences with different generative publically available AI chat models. I've also added a list of resources below that I've read, or viewed, information on AI models.

My experience with AI queries on ChatGPT 3.5 (a popular model) is that in most cases it provides excellent responses; such as when asked to improve my writing to make it more readable. As well, it can write articles on various subjects on demand. However, sometimes it can make things up. This is referred to as "hallucinating".

As humans, when we are asked a question for which we are not sure of the answer, we provide an answer which we think is right based on our set of knowledge and experiences. However, that answer may not be correct. We also "hallucinate". Hence, there are similarities between AI and human behaviour in responding to questions whose responses may not be accurate. As with humans, AI responses need to be fact checked for accuracy.

In the legal industry, as an example, ChatGPT 3.5 provided a sampling of legal cases to a lawyer that were entirely made up by the application.

On one ChaGPT query, I asked for citations and noticed (e.g. provide me 3 citations for this query), the last citation source did not exist. Improvements to ChatGPT are being made every day, and I believe subsequent versions will be more accurate.

RESOURCES

  1. *click here* Hugging Face Vicuna 13B model details.

  2. *click here* Vicuna power shell installtion script and instructions for local PC installation of the ChatBot. This script automates much of the downloading process.

  3. *click here* chat.lmsys.org - links to several language model chatbots. Also provides statisctics on the relative performance of each model. Vicuna is included and currently ranks behind Claude.

  4. *click here* MATH-AI - Toward Human Level Mathematical Reasoning. Workshop and videos on mathematical reasoning. Extensive.

  5. *click here* Towards AI - Mathematical Reasoning With AI. The site also contains a series of articles. Can subscribe to this as a newsletter.

  6. *click here* Google Research - publications on AI subjects.

Compiled on 06-08-2023 18:40:58