@article{polarsparsityhighthroughputbatchedllm, title = {Polar Sparsity: High Throughput Batched LLM Inferencing with Scalable Contextual Sparsity}, author = {Susav Shrestha and Brad Settlemyer and Nikoli Dryden and Narasimha Reddy}, year = {2025}, eprint = {2505.14884}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.14884v1}, }