GPT-4 doesn’t need to be fine-tuned for downstream tasks. It fine-tunes the humans that intend on leveraging it.
LLMS
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Sparse Pre-training Dense Fine-tuning Reduces GPT Training FLOPs
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At @NeurIPSConf
, we introduced Sparse Pre-training and Dense Fine-tuning to reduce the computational FLOPs of training GPT models using weight sparsity without significant loss in downstream task metrics Read more here: https://
hubs.li/Q01twKNt0 #NeurIPS2022 #sparsity #ai #ml -
GPT-4 and the Turing Test Comparison
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GPT-4 could treat the Turing test the same way we treat CAPTCHA
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Cerebras and Cirrascale Launch Affordable LLM Cloud Service
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If you’re working on large language models on a budget, Cerebras and Cirrascale offer a cloud service starting at $2,500. Large language models are about to be a giant commercial phenomenon, says Cerebras CEO Feldman. // @cerebras // #AI #deeplearning #machinelearning
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New Partnership Democratizes AI Model Training at Lower Cost
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According to @VentureBeat our new offering with @Cirrascale “democratizes #AI by giving users the ability to train GPT-class models much more inexpensively than existing providers” and our partnership with @Jasper “accelerates adoption and improves the accuracy of generative AI.”
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Transformer Equations as Low-Level Microcode and Assembly Instructions
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Nice! Like the track of work. Equations of Transformer are a bit like low-level microcode, this track tries to "go up" to uncover an implied assembly instruction set (e.g. RAW "read-arithmetic-write" operator?), and implemented algorithms on top of that for e.g. ridge regression.
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Allen AI’s CLOSE Completes Visual Tasks From Text Inputs Alone
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No Images Are Needed! Allen AI’s CLOSE Learns to Complete Visual Tasks From Text Inputs Alone
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Efficient Pre-training and Fine-tuning Approaches for Large Models
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As the scale of models increases, the computational effort needed for training grows rapidly. Check out a pair of new approaches that can significantly improve model performance through thoughtful pre-training and fine-tuning with only minimal compute. https://
goo.gle/3UicYbD -

GPT-3 Improved Rhyming Generates Green Day Song Lyrics
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The new version of GPT-3 is significantly improved at rhyming! Here, I use it to generate the lyrics for a new Green Day song.