Search Results for author: Hongyi Lin

Found 5 papers, 1 papers with code

Rethinking the effects of data contamination in Code Intelligence

no code implementations3 Jun 2025 Zhen Yang, Hongyi Lin, Yifan He, Jie Xu, Zeyu Sun, Shuo Liu, Pengpeng Wang, Zhongxing Yu, Qingyuan Liang

Our findings challenge the conventional belief that contamination inevitably leads to performance overestimation, providing new insights into the evaluation and deployment of code intelligence models.

Code Summarization Code Translation

DeepMath-Creative: A Benchmark for Evaluating Mathematical Creativity of Large Language Models

1 code implementation13 May 2025 Xiaoyang Chen, Xinan Dai, Yu Du, Qian Feng, Naixu Guo, Tingshuo Gu, Yuting Gao, Yingyi Gao, Xudong Han, Xiang Jiang, Yilin Jin, Hongyi Lin, Shisheng Lin, Xiangnan Li, Yuante Li, Yixing Li, Zhentao Lai, Zilu Ma, Yingrong Peng, Jiacheng Qian, Hao-Yu Sun, Jianbo Sun, ZiRui Wang, Siwei Wu, Zian Wang, Bin Xu, Jianghao Xu, Yiyang Yu, Zichuan Yang, Hongji Zha, Ruichong Zhang

To address this gap, we propose an evaluation criteria for mathematical creativity and introduce DeepMath-Creative, a novel, high-quality benchmark comprising constructive problems across algebra, geometry, analysis, and other domains.

Differentiable Modeling and Optimization of Battery Electrolyte Mixtures Using Geometric Deep Learning

no code implementations3 Oct 2023 Shang Zhu, Bharath Ramsundar, Emil Annevelink, Hongyi Lin, Adarsh Dave, Pin-Wen Guan, Kevin Gering, Venkatasubramanian Viswanathan

Electrolytes play a critical role in designing next-generation battery systems, by allowing efficient ion transfer, preventing charge transfer, and stabilizing electrode-electrolyte interfaces.

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