Snowflake AI Research Publications

Snowflake AI Research Publications

We believe in a thriving research community, and we are committed to sharing our insights as we advance AI research focused on the tools, systems and algorithm optimizations for performant yet cost-effective LLM training and inference for everyone.

43 Results

Newest - Oldest

ARC ‘Challenge’ Is Not That Challenging

STUN (Structured-Then-Unstructured) to deploy large models efficiently

Samyam Rajbhandari, Mert Hidayetoglu, Aurick Qiao, Ye Wang, Juncheng Yang, Jeff Rasley, Michael Wyatt, Yuxiong He

Arctic-TILT. Business Document Understanding at Sub-Billion Scale

Łukasz Borchmann, Michał Pietruszka, Wojciech Jaśkowski, Dawid Jurkiewicz, Piotr Halama, Paweł Józiak, Łukasz Garncarek, Paweł Liskowski, Karolina Szyndler, Andrzej Gretkowski, Julita Ołtusek, Gabriela Nowakowska, Artur Zawłocki, Łukasz Duhr, Paweł Dyda, Michał Turski

Arctic Inference with Shift Parallelism: Fast and Efficient Open Source Inference System for Enterprise AI

Arctic Inference with Shift Parallelism: Fast and Efficient Open Source Inference System for Enterprise AI

Universal Checkpointing: A Flexible and Efficient Distributed Checkpointing System for Large-Scale DNN Training with Reconfigurable Parallelis

Xinyu Lian, Sam Ade Jacobs, Lev Kurilenko, Masahiro Tanaka, Stas Bekman, Olatunji Ruwase, Minjia Zhang

LLM Deployment

SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation

Aurick Qiao, Zhewei Yao, Samyam Rajbhandari, Yuxiong He

LLM Deployment

Efficiently Serving LLM Reasoning Programs with Certaindex

Yichao Fu, Junda Chen, Siqi Zhu, Zheyu Fu, Zhongdongming Dai, Yonghao Zhuang, Yian Ma, Aurick Qiao, Tajana Rosing, Ion Stoica, Hao Zhang

Agentic System

ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Format Restriction, and Column Exploration

Minghang Deng, Ashwin Ramachandran, Canwen Xu, Lanxiang Hu, Zhewei Yao, Anupam Datta, Hao Zhang

LLM Deployment

SuffixDecoding: A Model-Free Approach to Speeding Up Large Language Model Inference

Gabriele Oliaro, Zhihao Jia, Daniel Campos, Aurick Qiao

LLM Evaluation

Unchecked and Overlooked: Addressing the Checkbox Blind Spot in Large Language Models with CheckboxQA

Michał Turski, Mateusz Chiliński, Łukasz Borchmann

LLM Deployment

Query and Conquer: Execution-Guided SQL Generation

Łukasz Borchmann, Marek Wydmuch

LLM Training

ExCoT: Optimizing Reasoning for Text-to-SQL with Execution Feedback

Bohan Zhai, Canwen Xu, Yuxiong He, Zhewei Yao

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