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Jiayu Wang · Yifei Ming · Riya Dulepet · Qinglin Chen · Austin Xu · Zixuan Ke · Frederic Sala · Aws Albarghouthi · Caiming Xiong · Shafiq Joty
Shrey Pandit · Austin Xu · Xuan-Phi Nguyen · Yifei Ming · Caiming Xiong · Shafiq Joty
Large language model (LLM)-based reasoning systems have recently achieved gold medal-level performance in the IMO 2025 competition, writing mathematical proofs where, to receive full credit, each step must be not only correct but also sufficiently supported. To train LLM-based reasoners in such c...
Zhenmei Shi · Yifei Ming · Xuan-Phi Nguyen · Yingyu Liang · Shafiq Joty
Large Language Models (LLMs) have demonstrated remarkable capabilities in handling long context inputs, but this comes at the cost of increased computational resources and latency. Our research introduces a novel approach for the long context bottleneck to accelerate LLM inference and reduce GPU...