So any claims that a university has something akin to ChatGPT should be treated with heavy skepticism. Not all AI conversational chatbots are ChatGPTs. ChatGPT is in a class of its own, built on enormous data, compute & money.
RESEARCH
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Universities Cannot Replicate ChatGPT Due to Computational and Financial Constraints
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As researchers have told me, it will be basically impossible for universities (both Chinese & American) to replicate ChatGPT. The data demands and computational costs are just too high. Universities don't have that kind of compute infrastructure in place or that much money.
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MOSS: Not a True Chinese ChatGPT Equivalent Despite Comparisons
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Per the Fudan University researchers who built MOSS, it's not a true Chinese equivalent to ChatGPT. It's trained on a fraction of the data and performs poorly in Chinese. Interesting to see them still compare it to ChatGPT though. The hype is real. https://
txsun1997.github.io/blogs/moss.html -
RLHF Insufficient for AI Alignment Problem Solutions
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Retweeted this before but it seems even more relevant now. RLHF is not the way to solve the alignment problem. a lot of experience has now confirmed what @percyliang said below.
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CarperAI trlX enables open-source RLHF model training at scale
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CarperAI is doing great work lowering the barrier for RLHF training (i.e. training ChatGPT-like models). The latest release of their trlX library includes this great example, showing how to train RLHF models at scale with an open-source dataset! https://
x.com/synth_labs/sta
/synth_labs/status/1628544125120430081
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Can Technology Save the World? Nuclear to AI Solutions
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Will tech save the world? If so, when? Talk new advances in nuclear energy, health care/medicine, AI, transportation, agtech, vertical farming, cryptocurrency, automation, microelectronics fab, etc and how that will all save us from this horrid economy.
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First CFD Simulation on Wafer-Scale Engine Announced
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Recently we announced the first-ever computational fluid dynamics simulation on our Wafer-Scale Engine. We joined our partners at NETL and PSC who made this achievement possible for a fire-side chat. Watch to learn more about how we are reinventing CFD!
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Transformer Models: Introduction and Comprehensive Catalog Overview
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Transformer models: an introduction and catalog A super concise and brief overview of almost all popular Transformer models. Written well and provide pointers for recent advances in Transformer model architectures. https://
arxiv.org/abs/2302.07730 -

Mathematics of Diffusion Models: Deep Dive Resource
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On the Mathematics of Diffusion Models A great resource for those who want to dive deep into mathematics of diffusion models, the kind of models that revolutionized image generation. https://
arxiv.org/abs/2301.11108 -

Bing performs multiple sequential searches from one prompt
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Example showing Bing can perform multiple sequential searches, with LLM response generation in between, from a single user prompt: