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AI firms follow DeepSeek’s lead, create cheaper models with “distillation”

Ars Technica

The technique caught widespread attention after Chinas DeepSeek used it to build powerful and efficient AI models based on open source systems released by competitors Meta and Alibaba. Through distillation, companies take a large language modeldubbed a teacher modelwhich generates the next likely word in a sentence.

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The Flan Collection: Advancing open source methods for instruction tuning

Google Research AI blog

The ability to reason on new tasks is mostly credited to training models on a wide variety of unique instructions, known as “instruction tuning”, which was introduced by FLAN and extended in T0 , Super-Natural Instructions , MetaICL , and InstructGPT. Counts for each are reported using task definitions from the respective works.

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What Are Foundation Models?

NVIDIA AI Blog

Foundation Models Defined A foundation model is an AI neural network trained on mountains of raw data, generally with unsupervised learning that can be adapted to accomplish a broad range of tasks. Google released BERT as open-source software , spawning a family of follow-ons and setting off a race to build ever larger, more powerful LLMs.

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Making Brain Waves: AI Startup Speeds Disease Research With Lab in the Loop

NVIDIA AI Blog

BrainStorm is also collaborating with the NVIDIA BioNeMo team to help optimize open-source access to the Geneformer model. View of an organoid using Fluorescence Imaging Plate Reader, or FLIPR a technique used to study the effect of compounds on cells during drug screening.

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Stability AI releases ChatGPT-like language models

TechCrunch

Stability AI , the startup behind the generative AI art tool Stable Diffusion , today open-sourced a suite of text-generating AI models intended to go head to head with systems like OpenAI’s GPT-4. But Stability AI claims it created a custom training set that expands the size of the standard Pile by 3x. make up) facts.

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German startup Kern AI nabs seed funding for modular NLP development platform

TechCrunch

Natural language processing ( NLP ), while hardly a new discipline, has catapulted into the public consciousness these past few months thanks in large part to the generative AI hype train that is ChatGPT. The company also says that its basic open source incarnation has been used by data scientists at companies such as Samsung and DocuSign.

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Planning for AGI and beyond

OpenAI

2] Generally speaking, we think more usage of AI in the world will lead to good, and want to promote it (by putting models in our API, open-sourcing them, etc.). We will need to develop new alignment techniques as our models become more powerful (and tests to understand when our current techniques are failing).