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MODERN FONT STACKS

Modern Font Stacks features a system font stack for every modern OS organized by typeface classification. The fonts are fast and do not require downloading, layout shifts, or flashes. They can be easily previewed with customizations.

2023.03.15
modernfontstacks.comToolTLDR

JOB ITERATION API

Software that requires high availability must be able to withstand infrastructure interruptions. Iteration is an extension for ActiveJob that saves all the progress made on a job, allowing jobs to be interruptible and resumable. It prevents records from being processed more than once, even with frequent deploys and worker restarts. Iteration prevents jobs from being lost or restarted from the beginning.

2023.03.15
github.comGitHub repositoryTLDR

TURBOWATCH

Turbowatch is an extremely fast file change detector and task orchestrator for Node.js.

2023.03.15
github.comGitHub repositoryTLDR

GPT-3

2023.03.15
theverge.com2 min readTLDR

EVALS

Evals is a framework for evaluating OpenAI models and an open-source registry of benchmarks.

2023.03.15
github.comGitHub repositoryTLDR

OPENAI RELEASES GPT-4

It’s finally here! GPT-4 is a smarter, safer, and more robust version of its predecessor. GPT-4 is safer and more aligned, but still has limitations. It is 82% less likely to respond to requests for disallowed content and 40% more likely to produce factual responses than GPT-3.5 based on internal evaluations. Companies like Duolingo, Khan Academy, and Stripe are already using the service. Also, a correction from yesterday’s newsletter: previous rumors that GPT-4 will include text-to-video capabilities are actually not true. GPT-4 has not yet made the leap to multimodal outputs like video, but it can take in both video and text as inputs!

2023.03.15
openai.com12 min readTLDR AI

NEW PRE-TRAINING PARADIGM IMPROVES LANGUAGE MODELS' CAPABILITIES

This paper proposes a new pre-training paradigm that improves the training data efficiency and capabilities of language models in the infilling task. The paradigm includes a bidirectional training objective that aligns the predictions of left-to-right and right-to-left LMs and a bidirectional inference procedure. The approach is evaluated on programming and natural language models and outperforms strong baselines.

2023.03.15
arxiv.org18 min readTLDR AI

MODEL-TUNING VIA PROMPTS: IMPROVING ADVERSARIAL ROBUSTNESS IN NLP

The MVP method demonstrates surprising gains in adversarial robustness, improving performance against adversarial word-level synonym substitutions by an average of 8% over standard methods, and even outperforming state-of-art defenses by 3.5%. By modifying the input with a prompt template instead of modifying the model by appending an MLP head, MVP achieves better results in downstream tasks while maintaining clean accuracy.

2023.03.15
arxiv.org15 min readTLDR AI

DISTRIBUTION FITTING

UniDiffuser is a framework for fitting all distributions relevant to multi-modal data in one model. It achieves this by unifying diffusion models for marginal, conditional, and joint distributions. UniDiffuser is able to perform image, text, text-to-image, image-to-text, and image-text pair generation with high-quality results and competitive quantitative scores.

2023.03.15
github.comGitHub repositoryTLDR AI

UNIDIFFUSER

UniDiffuser is a unified diffusion framework to fit all distributions relevant to a set of multi-modal data in one model.

2023.03.15
github.comGitHub repositoryTLDR AI

WRITEOUT.AI

Writeout.ai translates audio files using OpenAI’s Whisper API.

2023.03.15
github.comGitHub repositoryTLDR AI

MICROSOFT STRUNG TOGETHER TENS OF THOUSANDS OF CHIPS IN A PRICEY SUPERCOMPUTER FOR OPENAI

Microsoft's billion-dollar investment in OpenAI in 2019 was accompanied by a commitment to construct a cutting-edge supercomputer for the AI research start-up. To create the new technology, Microsoft had to find ways to combine tens of thousands of Nvidia's A100 graphics chips and reposition server racks to avoid power outages. Microsoft now uses the supercomputer it created for OpenAI to train and run its own large AI models while also selling it to other customers. The company is now working on the next generation of its AI supercomputer.

2023.03.14
archive.ph6 min readTLDR

HALP

halp is a tool that can help find the correct arguments for command-line tools. It has a list of commonly used options/flags and can provide quick access to the manual page or cheat sheet of the given command. halp is useful for those who frequently use the command-line, as finding the right commands can be time-consuming.

2023.03.14
github.comGitHub repositoryTLDR