Dongmei Zhang
8 papers in the PaperMetrix corpus
Papers by this author
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The Future of Software Engineering
2015 · IEEE Software
This special issue offers a range of perspectives on software engineering's future from professionals working around the world in diverse areas of software. The content ranges from detailed technical articles about the research areas behind …
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Learning Algebraic Recombination for Compositional Generalization
2021 · arXiv (Cornell University)
Neural sequence models exhibit limited compositional generalization ability in semantic parsing tasks. Compositional generalization requires algebraic recombination, i.e., dynamically recombining structured expressions in a recursive manner. However, most previous studies mainly concentrate on recombining lexical …
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On the Evaluation of Commit Message Generation Models: An Experimental Study
2021
Commit messages are natural language descriptions of code changes, which are important for program understanding and maintenance. However, writing commit messages manually is time-consuming and laborious, especially when the code is updated frequently. Various approaches …
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A Unified and Fast Interpretable Model for Predictive Analytics
2021 · arXiv (Cornell University)
Predictive analytics aims to build machine learning models to predict behavior patterns and use predictions to guide decision-making. Predictive analytics is human involved, thus the machine learning model is preferred to be interpretable. In literature, …
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Detection of GPS Spoofing Attacks Based on Isolation Forest
2021 · 2021 IEEE 9th International Conference on Information, Communication and Networks (ICICN)
As Global Positioning System(GPS) use non-encryption signals,GPS receivers are vulnerable to spoofing attacks,most of applications of defense base on detect signal power or spatial position,which need expensive hardware.In the recent years,machine learning algorithm have been …
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AllHands: Ask Me Anything on Large-scale Verbatim Feedback via Large Language Models
2024 · arXiv (Cornell University)
Verbatim feedback constitutes a valuable repository of user experiences, opinions, and requirements essential for software development. Effectively and efficiently extracting valuable insights from such data poses a challenging task. This paper introduces Allhands , an …
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Skeleton-Guided-Translation: A Benchmarking Framework for Code Repository Translation with Fine-Grained Quality Evaluation
2025 · arXiv (Cornell University)
The advancement of large language models has intensified the need to modernize enterprise applications and migrate legacy systems to secure, versatile languages. However, existing code translation benchmarks primarily focus on individual functions, overlooking the complexities …
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Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation
2019
We present a neural approach called IRNet for complex and cross-domain Text-to-SQL. IR-Net aims to address two challenges: 1) the mismatch between intents expressed in natural language (NL) and the implementation details in SQL; 2) …