TLDR Index
TLDR AI

TLDR AI 2023-03-24

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01HEADLINES & LAUNCHES

CHATGPT PLUGINS

Plugins are tools designed specifically for language models with safety as a core principle, and help ChatGPT access up-to-date information, run computations, or use third-party services. The first plugins have been created by Expedia, FiscalNote, Instacart, KAYAK, Klarna, Milo, OpenTable, Shopify, Slack, Speak, Wolfram, and Zapier. Plugins could also increase safety challenges by taking harmful or unintended actions, so OpenAI is implementing several safeguards. For example, developers can add information to their robots.txt file to prevent ChatGPT from accessing their website.

openai.com8 min read

02RESEARCH & INNOVATION

EARLY EXPERIMENTS WITH GPT-4

GPT-4, the latest model developed by OpenAI, exhibits more general intelligence than previous AI models, as it can solve novel and difficult tasks spanning various domains, without needing special prompting, and its performance is strikingly close to human-level. This paper is a thorough study of GPT4 capabilities and shortcomings.

arxiv.org30 min read

REPOCODER: STREAMLINING REPOSITORY-LEVEL CODE COMPLETION

RepoCoder is a simple and effective framework for repository-level code completion that utilizes a similarity-based retriever and a pre-trained code language model, and an iterative retrieval-generation paradigm. It significantly improves the zero-shot code completion baseline and outperforms the vanilla retrieval-augmented code completion approach. The proposed benchmark, RepoEval, provides valuable insights for future research.

arxiv.org12 min read

03ENGINEERING & RESOURCES

GENERATIVE MODELS FOR MEDICAL

A good step towards evaluation, creation, and curation of generative models for a wide variety of tasks with a specific focus on medical. This project aims to assist by building tools for generative medical tasks and comes with metrics and tutorials to help you get started.

github.comGitHub repository

MODELSCOPE

ModelScope is a web-based platform that provides interactive visualization and analysis of machine learning models' performance and interpretability, enabling users to explore and compare various models' results.

github.comGitHub repository

04MISCELLANEOUS

OPENAI RESEARCHER ACCESS PROGRAM

Researchers can get subsidized access to models and continued access to codex. The form asks a set of questions about you and your research direction. It’s not clear what sorts of programs they’re looking to support, but application seems necessary for some research directions to continue.

openai.com2 min read