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cs.AI2025
FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models
Bo Pang, Yalu Ouyang, Hangfei Xu +6
Advancements in reasoning for large language models (LLMs) have lead to significant performance improvements for LLMs in various fields such as mathematics and programming. However…
cs.DC2025
Astra: Efficient and Money-saving Automatic Parallel Strategies Search on Heterogeneous GPUs
Peiran Wang, Haibing Li, Fu Haohan +3
In this paper, we introduce an efficient and money-saving automatic parallel strategies search framework on heterogeneous GPUs: Astra. First, Astra searches for the efficiency-opti…