{"version":"1","article":{"id":"mx-npu-llm-quantization-co-design-2026","slug":"mx-npu-llm-quantization-co-design-2026","language":"en","url":"https://haberpaper.com/en/news/mx-npu-llm-quantization-co-design-2026","api_url":"https://haberpaper.com/api/v1/articles/mx-npu-llm-quantization-co-design-2026?lang=en","title":"Study maps quantization trade-offs for language models on edge NPUs","summary":"A preprint examines combinations of shared scales, weights and activations in MX-like low-precision formats for large language model inference. The researchers jointly explore model accuracy and estimated silicon trade-offs when integrating a tensor core with an edge neural processing unit.","category":"business","region":"world","topics":["ai","semiconductors"],"published_at":"2026-10-20T19:09:32+03:00","modified_at":"2026-10-20T19:09:32+03:00","publication_basis":"publication-record","event_period":"2026-10-19","event_period_basis":"event-or-reference-period","sources":[{"name":"arXiv","url":"https://arxiv.org/abs/2610.26083v1","publishedAt":"2026-10-19","checkedAt":"2026-10-20"}],"translations":[{"language":"tr","url":"https://haberpaper.com/tr/news/mx-npu-llm-quantization-co-design-2026","api_url":"https://haberpaper.com/api/v1/articles/mx-npu-llm-quantization-co-design-2026?lang=tr"},{"language":"en","url":"https://haberpaper.com/en/news/mx-npu-llm-quantization-co-design-2026","api_url":"https://haberpaper.com/api/v1/articles/mx-npu-llm-quantization-co-design-2026?lang=en"},{"language":"ar","url":"https://haberpaper.com/ar/news/mx-npu-llm-quantization-co-design-2026","api_url":"https://haberpaper.com/api/v1/articles/mx-npu-llm-quantization-co-design-2026?lang=ar"},{"language":"fr","url":"https://haberpaper.com/fr/news/mx-npu-llm-quantization-co-design-2026","api_url":"https://haberpaper.com/api/v1/articles/mx-npu-llm-quantization-co-design-2026?lang=fr"},{"language":"es","url":"https://haberpaper.com/es/news/mx-npu-llm-quantization-co-design-2026","api_url":"https://haberpaper.com/api/v1/articles/mx-npu-llm-quantization-co-design-2026?lang=es"}],"data_types":[],"data":null,"data_compilations":[],"data_downloads":[],"content":{"paragraphs":["A preprint examines combinations of shared scales, weights and activations in MX-like low-precision formats for large language model inference. The researchers jointly explore model accuracy and estimated silicon trade-offs when integrating a tensor core with an edge neural processing unit.","The study frames its findings as a hardware-software design-space exploration to identify promising configurations. It does not announce a shipping chip; results depend on the models, quantization settings and hardware assumptions in the paper."],"key_points":[],"sections":[]},"text":"A preprint examines combinations of shared scales, weights and activations in MX-like low-precision formats for large language model inference. The researchers jointly explore model accuracy and estimated silicon trade-offs when integrating a tensor core with an edge neural processing unit.\n\nA preprint examines combinations of shared scales, weights and activations in MX-like low-precision formats for large language model inference. The researchers jointly explore model accuracy and estimated silicon trade-offs when integrating a tensor core with an edge neural processing unit.\n\nThe study frames its findings as a hardware-software design-space exploration to identify promising configurations. It does not announce a shipping chip; results depend on the models, quantization settings and hardware assumptions in the paper.","corrections":[],"editorial_illustration":{"kind":"symbolic-editorial-illustration","documentary":false,"scope":"section","asset_id":"business","url":"https://haberpaper.com/assets/illustrations/business-1536.webp","width":1536,"height":1024,"alt":"Symbolic industrial workshop with machinery, a warehouse and a crane.","language":"en"},"section_illustration":{"kind":"symbolic-editorial-illustration","documentary":false,"scope":"section","asset_id":"business","url":"https://haberpaper.com/assets/illustrations/business-1536.webp","width":1536,"height":1024,"alt":"Symbolic industrial workshop with machinery, a warehouse and a crane.","language":"en"}}}