论文

本文在 KV cache 约束下对 LLM 推理进行理论建模，提出一种新型批处理与调度算法，在有效管理 KV cache 内存的同时最小化推理延迟，并通过在合成数据集上与后视最优的对比展示其强劲的实证性能。This work model LLM inference with KV cache constraints theoretically and proposes a novel batching and scheduling algorithm that minimizes inference latency while effectively managing the KV cache's memory, and demonstrates the algorithm's strong empirical performance by comparing it to the hindsight optimal in a synthetic dataset.

Soofi S 30B-A3B 是一个主权开源的 MoE 混合 Mamba Transformer 德英基础模型，在作者的对比中超越了所有欧洲主权基线，包括活跃参数量远超自身的模型。Soofi S 30B-A3B is a sovereign, open-source Mixture-of-Experts (MoE) hybrid Mamba Transformer foundation model for German and English that outperforms every European sovereign baseline in the authors' comparison, including ones far larger in active parameters.

本文提出 IndicTalk，目前最大的多语言印度语码混合（code-mixed）会话语料库，包含超过 13,28,604 段事件驱动的多轮对话，覆盖 9 种印度语言的 18 种语言变体，将公开发布以支持低资源印度语多语言会话 AI 的开发与评估。IndicTalk is presented, one of the largest multilingual Indic code-mixed conversational corpora, comprising over 13,28,604 event-grounded multi-turn conversations across 18 language varieties covering 9 Indic languages and will be released to support the development and evaluation of multilingual conversational AI for underrepresented Indic languages.