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Chenbin Chenbin

2 accepted papers

2025

Grammar-Based Code Representation: Is It a Worthy Pursuit for LLMs?

ACL 2025finding

Grammar serves as a cornerstone in programming languages and software engineering, providing frameworks to define the syntactic space and program structure. Existing research demonstrates the effectiveness of grammar-based code representations in small-scale models, showing their ability to reduce s…

Cited by 0SourcePDFScholar
2025

OASIS: Order-Augmented Strategy for Improved Code Search

ACL 2025long

Code embeddings capture the semantic representations of code and are crucial for various code-related large language model (LLM) applications, such as code search. Previous training primarily relies on optimizing the InfoNCE loss by comparing positive natural language (NL)-code pairs with in-batch n…