Enabling High-Sparsity Foundational Llama Models with Efficient Pretraining and Deployment. - Abhinav Agarwalla; Abhay Gupta; Alexandre Noll Marques; Shubhra Pandit; Michael Goin; Eldar Kurtic; Kevin Leong; Tuan Nguyen; Mahmoud Salem; Dan Alistarh; Sean Lie; Mark Kurtz (CoRR, 2024)

"Give Me BF16 or Give Me Death"? Accuracy-Performance Trade-Offs in LLM Quantization. - Eldar Kurtic; Alexandre Noll Marques; Shubhra Pandit; Mark Kurtz; Dan Alistarh (ACL (1), 2025)