Improving Deep Assertion Generation via Fine-Tuning Retrieval-Augmented Pre-Trained Language Models.

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Title: Improving Deep Assertion Generation via Fine-Tuning Retrieval-Augmented Pre-Trained Language Models.
Authors: Zhang, Quanjun1, quanjun.zhang@smail.nju.edu.cn, Fang, Chunrong2, fangchunrong@nju.edu.cn, Zheng, Yi2, 201250182@smail.nju.edu.cn, Zhang, Yaxin2, zhangyaxin032@gmail.com, Zhao, Yuan2, allenzcrazy@gmail.com, Huang, Rubing3, rbhuang@must.edu.mo, Zhou, Jianyi4, zhoujianyi2@huawei.com, Yang, Yun5, yyang@swin.edu.au, Zheng, Tao6, zt@nju.edu.cn, Chen, Zhenyu6, zychen@nju.edu.cn
Source: ACM Transactions on Software Engineering & Methodology; Sep2025, Vol. 34 Issue 7, p1-23, 23p
Database: Applied Science & Technology Source
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  Data: Improving Deep Assertion Generation via Fine-Tuning Retrieval-Augmented Pre-Trained Language Models.
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  Data: <searchLink fieldCode="AU" term="%22Zhang%2C+Quanjun%22">Zhang, Quanjun</searchLink><relatesTo>1</relatesTo>, <i>quanjun.zhang@smail.nju.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Fang%2C+Chunrong%22">Fang, Chunrong</searchLink><relatesTo>2</relatesTo>, <i>fangchunrong@nju.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Zheng%2C+Yi%22">Zheng, Yi</searchLink><relatesTo>2</relatesTo>, <i>201250182@smail.nju.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Yaxin%22">Zhang, Yaxin</searchLink><relatesTo>2</relatesTo>, <i>zhangyaxin032@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Zhao%2C+Yuan%22">Zhao, Yuan</searchLink><relatesTo>2</relatesTo>, <i>allenzcrazy@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Huang%2C+Rubing%22">Huang, Rubing</searchLink><relatesTo>3</relatesTo>, <i>rbhuang@must.edu.mo</i><br /><searchLink fieldCode="AU" term="%22Zhou%2C+Jianyi%22">Zhou, Jianyi</searchLink><relatesTo>4</relatesTo>, <i>zhoujianyi2@huawei.com</i><br /><searchLink fieldCode="AU" term="%22Yang%2C+Yun%22">Yang, Yun</searchLink><relatesTo>5</relatesTo>, <i>yyang@swin.edu.au</i><br /><searchLink fieldCode="AU" term="%22Zheng%2C+Tao%22">Zheng, Tao</searchLink><relatesTo>6</relatesTo>, <i>zt@nju.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Chen%2C+Zhenyu%22">Chen, Zhenyu</searchLink><relatesTo>6</relatesTo>, <i>zychen@nju.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22ACM+Transactions+on+Software+Engineering+%26+Methodology%22">ACM Transactions on Software Engineering & Methodology</searchLink>; Sep2025, Vol. 34 Issue 7, p1-23, 23p
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        Value: 10.1145/3721128
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              M: 09
              Text: Sep2025
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              Y: 2025
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