Papers by Taolue Chen
Beyond Sequences: Two-dimensional Representation and Dependency Encoding for Code Generation (2025.acl-long)
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| Challenge: | Existing code generation approaches represent code as a linear sequence of tokens, but positional encodings compromise generalization . explicit positional encoders sacrifice permutation invariance, imposes a strict order on the input sequence . |
| Approach: | They propose to represent code snippets as two-dimensional entities with explicit encodings . they propose to use dictionary learning to perform semantic matching between code lines . |
| Outcome: | The proposed model captures the hierarchical and spatial structure of code, especially the dependencies between code lines. |
Syntax-Aware Retrieval Augmented Code Generation (2023.findings-emnlp)
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| Challenge: | Neural code generation models with token-level retrieval capabilities are often noisy and time-consuming. |
| Approach: | They propose a token-level retrieval augmented code generation method that leverages syntax constraints for the retrieval of datastores. |
| Outcome: | The proposed method reduces the impact of retrieve noise on code generation on two datasets. |