Search Results for author: Marcus J. Min

Found 2 papers, 2 papers with code

CYCLE: Learning to Self-Refine the Code Generation

1 code implementation27 Mar 2024 Yangruibo Ding, Marcus J. Min, Gail Kaiser, Baishakhi Ray

Pre-trained code language models have achieved promising performance in code generation and improved the programming efficiency of human developers.

Code Generation

Beyond Accuracy: Evaluating Self-Consistency of Code Large Language Models with IdentityChain

1 code implementation21 Oct 2023 Marcus J. Min, Yangruibo Ding, Luca Buratti, Saurabh Pujar, Gail Kaiser, Suman Jana, Baishakhi Ray

In this paper, we first formally define the self-consistency of Code LLMs and then design a framework, IdentityChain, which effectively and efficiently evaluates the self-consistency and conventional accuracy of a model at the same time.

Code Generation Code Summarization

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