Papers by Chengyu Jiao
SPE Attention: Making Attention Equivariant to Semantic-Preserving Permutation for Code Processing (2025.emnlp-main)
Copied to clipboard
| Challenge: | Existing approaches to train code processing models to capture symmetry of code . semantic-preserving permutations are not found in natural languages . |
| Approach: | They propose a mechanism that captures a unique symmetry of code, called the SPE attention . they propose symmetry graphs that are then combined to create a symmetry mask . |
| Outcome: | The proposed model can be used to analyze code summarization and error detection tasks. |