Rethinking Code Complexity Through the Lens of Large Language Models
Chen Xie · Xiaodong Gu · Yuling Shi · Beijun Shen
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Chen Xie · Xiaodong Gu · Yuling Shi · Beijun Shen
Weihan Peng · Yuling Shi · Yuhang Wang · Xinyun Zhang · Beijun Shen · Xiaodong Gu
Understanding and reasoning about entire soft-ware repositories is an essential capability for intelligent software engineering tools. While existing benchmarks such as CoSQA and CodeQA have advanced the field, they predominantly focus on small, self-contained code snippets. These setups fail to...
Wenhao Zeng · Xuteng Zhang · Yuling Shi · Chao Hu · Yuting Chen · Beijun Shen · Xiaodong Gu
Large Reasoning Models (LRMs) achieve remarkable performance by explicitly generating multi-step chains of thought, but this capability incurs substantial inference latency and computational cost. Collaborative inference offers a promising solution by selectively allocating work between lightweig...
Xuan Li · Zhe Yin · Xiaodong Gu · Beijun Shen