Innovative Insights in Daily AI Research: September 2022
Written on
Chapter 1: Exciting AI Research Highlights
Welcome to your daily digest of AI research, where I present the most intriguing papers and developments tailored for AI enthusiasts. This summary includes concise insights to help you quickly evaluate whether the articles (and accompanying code) warrant further exploration.
Section 1.1: FOLIO - A Breakthrough in Natural Language Reasoning
FOLIO is an extensive, human-annotated dataset designed for reasoning in natural language, featuring first-order logic (FOL) annotations. It encompasses 1,435 unique conclusions, each linked to one of 487 premise sets that facilitate deductive reasoning for validating each conclusion.
Section 1.2: Enhancing Dialogues Post-Deployment
The study explores enhancements to open-domain, internet-driven dialogue systems, emphasizing the potential for continuous improvement through human feedback and up-to-date information, even after the model has been deployed.
Chapter 2: The Evolution of AI Prompt Marketplaces
In a fascinating development, professional AI practitioners have launched a marketplace for DALL-E prompts. This platform, PromptBase, facilitates the buying and selling of prompts that promise optimal results in generating specific imagery.
The marketplace caters to "prompt engineers" who create text descriptions designed to consistently yield particular art styles or subjects on AI platforms. While the idea may sound unconventional, it could be beneficial for niche applications where users seek a distinct style after exhaustive attempts.
The first video, featuring Ishan Misra, a Research Scientist at Facebook AI Research, delves into the intricacies of generating descriptions based on titles, providing valuable insights into the practical applications of AI in research.
The second video showcases Johnny Wu's talk on "Decentralizing the Internet," presented at the Ergo Summit 2022, focusing on the implications for privacy and security in the digital landscape.
I invite you to share your thoughts on these developments and join the conversation with over 4,000 other AI enthusiasts on our Discord channel. If you found this newsletter helpful, consider subscribing and sharing it with fellow AI aficionados. Don't forget to follow my weekly newsletter, where I explore one of the highlighted papers in depth, along with the latest trends and memes in AI.
Thank you for reading,
Louis