TLDR AI

TLDR AI 2023-05-09

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01HEADLINES & LAUNCHES

MILLION DOLLAR AI FINE-TUNING CHALLENGE

Think of this like Kaggle but for fine tuning a language model. We want to improve the safety of these models, and so we are relying on the community now to see if we can make progress. There are compute partnerships available and a reward model that you can use. The competition starts on June 10th.

chai-research.com3 min read

02RESEARCH & INNOVATION

LEARNING DECISION TREES WITH GRADIENT DESCENT

Decision Trees are a type of artificial intelligence that make decisions based on data, but the current method of creating these trees can sometimes give us less than perfect results. This paper talks about a new method using something called gradient descent, which helps us to build better Decision Trees and get more accurate results for tasks where the AI needs to categorize things.

arxiv.org14 min read

COMPOSE OBJECTS LOCALIZED WITH ATTRIBUTES

Compositional reasoning helps us understand complex visuals by combining objects and their features, but current AI models struggle with this. Researchers created a benchmark called Cola to test and improve these AI models, finding that a lightweight multi-modal adapter helps the models reason about images and language better.

arxiv.org29 min read

ENHANCING WEBPAGE UNDERSTANDING WITH A NOVEL ATTENTION MECHANISM

Webpages offer a lot of information for AI tasks, but they haven't been used to their full potential. The new Wikipedia Webpage suite (WikiWeb2M) helps study multimodal webpage understanding by introducing 2 million pages and a special attention mechanism that improves performance on tasks like generating descriptions, summarizing sections, and creating contextual image captions.

arxiv.org17 min read

03ENGINEERING & RESOURCES

RASAGPT

RasaGPT is the first headless LLM chatbot platform built on top of Rasa and Langchain. It is boilerplate code and a reference implementation of Rasa and Telegram utilizing an LLM library like Langchain for indexing, retrieval and context injection.

github.comGitHub repository

MLC LLM

MLC LLM is a universal solution that allows any language models to be deployed natively on a diverse set of hardware backends and native applications, plus a productive framework for everyone to further optimize model performance for their own use cases.

github.comGitHub repository

PANDASAI

Pandas AI is a Python library that adds generative artificial intelligence capabilities to Pandas, the popular data analysis and manipulation tool.

github.comGitHub repository

04MISCELLANEOUS