@inproceedings{hu-etal-2026-beyond-flops, title = "Beyond {FLOP}s: Benchmarking Real Inference Acceleration of {LLM} Pruning under a {GEMM}-Centric Taxonomy", author = "Hu, Haozhe and Wu, Hao and Zhao, Anhao and Ding, Longwei and Yin, Peiran and Ma, Yunpu and Shen, Xiaoyu", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1371/", pages = "31283--31310", ISBN = "979-8-89176-459-0" }