Dr. Chad PhD's picture

Dr. Chad PhD

Doctor-Chad-PhD

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upvoted a paper about 4 hours ago

Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models

reacted to fdaudens's post with 👍 3 days ago

See that purple banner on the Llama 4 models? It's Xet storage, and this is actually huge for anyone building with AI models. Let's geek out a little bit 🤓 Current problem: AI models are massive files using Git LFS. But with models getting bigger and downloads exploding, we needed something better. Xet lets you version large files like code, with compression and deduplication, all Git-compatible. That means less bandwidth, faster sharing, and smoother collaboration. Real numbers: ~25% deduplication on Llama 4 models, hitting ~40% for finetunes. Scale matters here - the Hub served 2B model downloads in 30 days, Llama models alone at 60M. The upcoming Llama 4 Behemoth has 2T parameters! Xet's chunk-based system was built exactly for this. This is the kind of engineering that makes the next wave of large models actually usable. Kudos to the team! 🧨 Check out the models collection: https://huggingface.co/collections/meta-llama/llama-4-67f0c30d9fe03840bc9d0164

upvoted a collection 3 days ago

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