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Line 64: One way to avoid overfitting is to filter out the generated patches. This can be done based on dynamic analysis.<ref>{{Cite book\|last1=Xin\|first1=Qi\|last2=Reiss\|first2=Steven P.\|title=Proceedings of the 26th ACM SIGSOFT International Symposium on Software Testing and Analysis \|chapter=Identifying test-suite-overfitted patches through test case generation \|date=2017-07-10\|chapter-url=http://dx.doi.org/10.1145/3092703.3092718\|pages=226–236\|___location=New York, NY, USA\|publisher=ACM\|doi=10.1145/3092703.3092718\|isbn=978-1-4503-5076-1\|s2cid=20562134}}</ref> Alternatively, Tian et al. propose heuristic approaches to assess patch correctness. <ref>{{cite news \|last1=Tian \|first1=Haoye \|last2=Liu \|first2=Kui \|last3=Kaboré \|first3=Abdoul Kader \|last4=Koyuncu \|first4=Anil \|last5=Li \|first5=Li \|last6=Klein \|first6=Jacques \|last7=Bissyandé \|first7=Tegawendé F. \|title=Evaluating representation learning of code changes for predicting patch correctness in program repair \|url=https://dl.acm.org/doi/abs/10.1145/3324884.3416532 \|work=Proceedings of the 35th IEEE/ACM International Conference on Automated Software Engineering \|publisher=Association for Computing Machinery \|date=27 January 2021 \|pages=981–992 \|doi=10.1145/3324884.3416532\|isbn=9781450367684 }}</ref><ref>{{cite ~~journal~~book \|last1=Tian \|first1=Haoye \|last2=Tang \|first2=Xunzhu \|last3=Habib \|first3=Andrew \|last4=Wang \|first4=Shangwen \|last5=Liu \|first5=Kui \|last6=Xia \|first6=Xin \|last7=Klein \|first7=Jacques \|last8=BissyandÉ \|first8=TegawendÉ F. \|title=Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering \|chapter=Is this Change the Answer to that Problem?: Correlating Descriptions of Bug and Code Changes for Evaluating Patch Correctness ~~\|journal=Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering~~ \|date=5 January 2023 \|pages=1–13 \|doi=10.1145/3551349.3556914 \|chapter-url=https://dl.acm.org/doi/abs/10.1145/3551349.3556914 \|publisher=Association for Computing Machinery\|s2cid=251403079 \|arxiv=2208.04125 \|isbn=9781450394758 }}</ref> == Limitations of automatic bug-fixing ==

Automatic bug fixing: Difference between revisions