Symmetry-Preserving Program Representations for Learning Code Semantics
Kexin Pei, Weichen Li, Qirui Jin, Shuyang Liu, Scott Geng, Lorenzo Cavallaro, Junfeng Yang, Suman Jana |
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Jie JW Wu |
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Akshay Sood, Keara Hill, Kimble Houck, Jonathan Dorn, Zak Fry |
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Do Code Generation Models Think Like Us? An Empirical Study on Attention Alignment between Large Language Models and Human Programmers
Bonan Kou, Shengmai Chen, Zhijie Wang, Lei Ma, Tianyi Zhang |
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Efficient Composition of Data Management and Machine Learning Systems via Common Intermediate Layers
Supun Madusha Bandara Abeysinghe Tennakoon Mudiyanselage, Fei Wang, Gregory Essertel, Tiark Rompf |
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Da Song, Zijie Zhou, Zhijie Wang, Yuheng Huang, Shengmai Chen, Bonan Kou, Lei Ma, Tianyi Zhang |
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InterCode: Standardizing and Benchmarking Interactive Coding with Execution Feedback
John Yang, Akshara Prabhakar, Karthik Narasimhan, Shunyu Yao |
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A Preliminary Evaluation of LLM-Based Fault Localization
Sungmin Kang, Gabin An, Shin Yoo |