Search Results for author: Yifan Hong

Found 2 papers, 1 papers with code

Exploring and Unleashing the Power of Large Language Models in Automated Code Translation

1 code implementation23 Apr 2024 Zhen Yang, Fang Liu, Zhongxing Yu, Jacky Wai Keung, Jia Li, Shuo Liu, Yifan Hong, Xiaoxue Ma, Zhi Jin, Ge Li

This paper investigates diverse LLMs and learning-based transpilers for automated code translation tasks, finding that: although certain LLMs have outperformed current transpilers, they still have some accuracy issues, where most of the failures are induced by a lack of comprehension of source programs, missing clear instructions on I/O types in translation, and ignoring discrepancies between source and target programs.

Code Translation Translation

A Rational Model of Dimension-reduced Human Categorization

no code implementations22 May 2023 Yifan Hong, Chen Wang

Tests on the ${\tt CIFAR-10H}$ dataset demonstrate that mPPCA with only a single principal component for each category effectively predicts human categorization of natural images.

Few-Shot Learning Zero-Shot Learning

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