TLDR Index
TLDR AI

TLDR AI 2023-05-25

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01GENERAL

02HEADLINES & LAUNCHES

ELON WANTS TO CHALLENGE GOOGLE AND MICROSOFT

Elon Musk said he sees the need for an artificial-intelligence business to rival Google and Microsoft that could involve different parts of his corporate empire, including Twitter.

archive.ph3 min read

03RESEARCH & INNOVATION

QLORA 65B PARAMETER MODELS FINE-TUNED ON 48GB GPU

LoRA is a way to fine-tune models much more cheaply than full fine-tuning. It works by just updating a small, carefully selected, subset of the model. However, even then it is often too expensive to fine-tune large (more than 13B parameter) models on commodity hardware. Quantization reduces the precision of parameters in the model which in turn takes less space. More great open source progress.

arxiv.org32 min read

SEAHORSE: A TOOL FOR EVALUATING MULTILINGUAL SUMMARIZATION SYSTEMS

SEAHORSE is a dataset created to assess the quality of summarization systems in multiple languages. It contains 96,000 summaries that have been rated by humans based on six important aspects: clarity, repetition, grammar, attribution, main ideas, and conciseness. This dataset not only serves as a benchmark for evaluating the performance of automated metrics but also provides a valuable resource for training such metrics, helping researchers advance the field of multilingual summarization evaluation.

arxiv.org9 min read

MODELS

This paper introduces meta-in-context learning, a recursive self-improvement process for large language models. By studying regression and decision-making tasks, the researchers demonstrate that meta-in-context learning enhances the models' in-context learning abilities, modifies their strategies, and achieves competitive performance on real-world problems. This work sheds light on improving language models without relying solely on traditional fine-tuning approaches.

arxiv.org12 min read

04ENGINEERING & RESOURCES

QUALITY

ControlVideo is a novel framework that addresses the limitations of generating videos from text by introducing a training-free approach. By leveraging structural consistency, enhancing appearance coherence, mitigating flicker effects, and employing hierarchical sampling, ControlVideo outperforms existing methods in generating high-quality videos that are both short and long. Importantly, ControlVideo achieves these results efficiently, generating videos within minutes using a single NVIDIA 2080Ti GPU.

github.comGitHub repository

CHAINFORGE

An open-source visual programming environment for battle-testing prompts to LLMs.

github.comGitHub repository

LOOPGPT

LoopGPT is a re-implementation of the popular Auto-GPT project as a proper python package, written with modularity and extensibility in mind.

github.comGitHub repository

05MISCELLANEOUS

AMAZON’S AI SEEN AS INCOMPLETE

Amazon’s cloud customers are clamoring to get their hands on the ChatGPT-style technology the company unveiled six weeks ago. But instead of being allowed to test it, many are being told to sit tight, prompting concerns the artificial intelligence tool isn’t fully baked.

archive.ph4 min read

THE DIRE DEFECT OF AI CONTENT MODERATION

The article discusses the challenges of using artificial intelligence to moderate content across multiple languages. It argues that current AI systems are not able to accurately detect harmful content in all languages, and that this can have serious consequences. It finishes by calling for more research into how to improve the accuracy of AI content moderation systems, and for more transparency from social media companies about how they are using AI to moderate content.

archive.ph7 min read