{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,24]],"date-time":"2025-08-24T00:01:03Z","timestamp":1755993663028,"version":"3.44.0"},"publisher-location":"New York, NY, USA","reference-count":24,"publisher":"ACM","license":[{"start":{"date-parts":[[2025,5,5]],"date-time":"2025-05-05T00:00:00Z","timestamp":1746403200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"IBM CAS Project","award":["1159"],"award-info":[{"award-number":["1159"]}]},{"name":"NSERC Alliance","award":["ALLRP 590675 - 23"],"award-info":[{"award-number":["ALLRP 590675 - 23"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,5,5]]},"DOI":"10.1145\/3680256.3721324","type":"proceedings-article","created":{"date-parts":[[2025,5,3]],"date-time":"2025-05-03T01:00:58Z","timestamp":1746234058000},"page":"95-102","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Retrieval Augmented Generation Fine-Tuned LLM Model for Code Recommendations to Mitigate Lock Contention"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4473-4009","authenticated-orcid":false,"given":"Ashadullah","family":"Shawon","sequence":"first","affiliation":[{"name":"Electrical, Computer, & Software Engineering, Ontario Tech University, Oshawa, Ontario, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1137-4978","authenticated-orcid":false,"given":"Ramiro","family":"Liscano","sequence":"additional","affiliation":[{"name":"Electrical, Computer, & Software Engineering, Ontario Tech University, Oshawa, Ontario, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6292-6939","authenticated-orcid":false,"given":"Akramul","family":"Azim","sequence":"additional","affiliation":[{"name":"Electrical, Computer, & Software Engineering, Ontario Tech University, Oshawa, Ontario, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-9342-4356","authenticated-orcid":false,"given":"Vijay","family":"Sundaresan","sequence":"additional","affiliation":[{"name":"IBM Toronto Lab, Toronto, Ontario, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-2382-0085","authenticated-orcid":false,"given":"Yee-Kang","family":"Chang","sequence":"additional","affiliation":[{"name":"IBM Toronto Lab, Toronto, Ontario, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,5,5]]},"reference":[{"doi-asserted-by":"publisher","key":"e_1_3_2_1_1_1","DOI":"10.1145\/3644032.3644466"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_2_1","DOI":"10.1109\/ICSTW60967.2024.00038"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_3_1","DOI":"10.1145\/3064176.3064186"},{"key":"e_1_3_2_1_4_1","first-page":"505","article-title":"Random search for hyper-parameter optimization","volume":"13","author":"Bergstra James","year":"2012","unstructured":"James Bergstra and Yoshua Bengio. 2012. Random search for hyper-parameter optimization. Journal of machine learning research, Vol. 13, 2 (2012), 505--509.","journal-title":"Journal of machine learning research"},{"key":"e_1_3_2_1_5_1","volume-title":"A study on prompt design, advantages and limitations of chatgpt for deep learning program repair. arXiv preprint arXiv:2304.08191","author":"Cao Jialun","year":"2023","unstructured":"Jialun Cao, Meiziniu Li, Ming Wen, and Shing-chi Cheung. 2023. A study on prompt design, advantages and limitations of chatgpt for deep learning program repair. arXiv preprint arXiv:2304.08191 (2023)."},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_6_1","DOI":"10.1145\/3597503.3608137"},{"key":"e_1_3_2_1_7_1","volume-title":"Abbas Shah, Rizwan Qureshi, Amgad Muneer, Muhammad Irfan, Anas Zafar, Muhammad Bilal Shaikh, Naveed Akhtar, Jia Wu, et al.","author":"Hadi Muhammad Usman","year":"2024","unstructured":"Muhammad Usman Hadi, Qasem Al Tashi, Abbas Shah, Rizwan Qureshi, Amgad Muneer, Muhammad Irfan, Anas Zafar, Muhammad Bilal Shaikh, Naveed Akhtar, Jia Wu, et al. 2024. Large language models: a comprehensive survey of its applications, challenges, limitations, and future prospects. Authorea Preprints (2024), 10--16."},{"key":"e_1_3_2_1_8_1","volume-title":"Sai Qian Zhang, et al","author":"Han Zeyu","year":"2024","unstructured":"Zeyu Han, Chao Gao, Jinyang Liu, Sai Qian Zhang, et al. 2024. Parameter-efficient fine-tuning for large models: A comprehensive survey. arXiv preprint arXiv:2403.14608 (2024)."},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_9_1","DOI":"10.1145\/2851553.2851559"},{"key":"e_1_3_2_1_10_1","volume-title":"Lora: Low-rank adaptation of large language models. arXiv preprint arXiv:2106.09685","author":"Hu Edward J","year":"2021","unstructured":"Edward J Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen. 2021. Lora: Low-rank adaptation of large language models. arXiv preprint arXiv:2106.09685 (2021)."},{"unstructured":"IBM. 1999. Java Lock Monitor. http:\/\/perfinsp.sourceforge.net\/examples.html#jlm","key":"e_1_3_2_1_11_1"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_12_1","DOI":"10.1145\/3543507.3583503"},{"key":"e_1_3_2_1_13_1","first-page":"9459","article-title":"Retrieval-augmented generation for knowledge-intensive nlp tasks","volume":"33","author":"Lewis Patrick","year":"2020","unstructured":"Patrick Lewis, Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich K\u00fcttler, Mike Lewis, Wen-tau Yih, Tim Rockt\u00e4schel, et al. 2020. Retrieval-augmented generation for knowledge-intensive nlp tasks. Advances in Neural Information Processing Systems, Vol. 33 (2020), 9459--9474.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_3_2_1_14_1","volume-title":"Label supervised llama finetuning. arXiv preprint arXiv:2310.01208","author":"Li Zongxi","year":"2023","unstructured":"Zongxi Li, Xianming Li, Yuzhang Liu, Haoran Xie, Jing Li, Fu-lee Wang, Qing Li, and Xiaoqin Zhong. 2023. Label supervised llama finetuning. arXiv preprint arXiv:2310.01208 (2023)."},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_15_1","DOI":"10.1109\/ISSRE59848.2023.00026"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_16_1","DOI":"10.1109\/MSR52588.2021.00063"},{"key":"e_1_3_2_1_17_1","volume-title":"A call for clarity in reporting BLEU scores. arXiv preprint arXiv:1804.08771 12","author":"Post Matt","year":"2018","unstructured":"Matt Post. 2018. A call for clarity in reporting BLEU scores. arXiv preprint arXiv:1804.08771 12 (2018), 12--18."},{"key":"e_1_3_2_1_18_1","volume-title":"Codebleu: a method for automatic evaluation of code synthesis. arXiv preprint arXiv:2009.10297 12","author":"Ren Shuo","year":"2020","unstructured":"Shuo Ren, Daya Guo, Shuai Lu, Long Zhou, Shujie Liu, Duyu Tang, Neel Sundaresan, Ming Zhou, Ambrosio Blanco, and Shuai Ma. 2020. Codebleu: a method for automatic evaluation of code synthesis. arXiv preprint arXiv:2009.10297 12 (2020), 12--18."},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_19_1","DOI":"10.1561\/1500000019"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_20_1","DOI":"10.1109\/CASCON62161.2024.10837708"},{"key":"e_1_3_2_1_21_1","volume-title":"RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair. arXiv preprint arXiv:2312.15698","author":"Silva Andr\u00e9","year":"2023","unstructured":"Andr\u00e9 Silva, Sen Fang, and Martin Monperrus. 2023. RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair. arXiv preprint arXiv:2312.15698 (2023), 10--16."},{"unstructured":"Hugo Touvron Louis Martin Kevin Stone Peter Albert Amjad Almahairi Yasmine Babaei Nikolay Bashlykov Soumya Batra Prajjwal Bhargava Shruti Bhosale et al. 2023. Llama 2: Open foundation and fine-tuned chat models. arXiv preprint arXiv:2307.09288 (2023) 10--16.","key":"e_1_3_2_1_22_1"},{"unstructured":"Kushala VM Harikrishna Warrier Yogesh Gupta et al. 2024. Fine Tuning LLM for Enterprise: Practical Guidelines and Recommendations. arXiv preprint arXiv:2404.10779 Vol. 18 12 (2024) 12--18.","key":"e_1_3_2_1_23_1"},{"key":"e_1_3_2_1_24_1","first-page":"10","article-title":"Lima: Less is more for alignment","volume":"36","author":"Zhou Chunting","year":"2024","unstructured":"Chunting Zhou, Pengfei Liu, Puxin Xu, Srinivasan Iyer, Jiao Sun, Yuning Mao, Xuezhe Ma, Avia Efrat, Ping Yu, Lili Yu, et al. 2024. Lima: Less is more for alignment. Advances in Neural Information Processing Systems, Vol. 36 (2024), 10--16.","journal-title":"Advances in Neural Information Processing Systems"}],"event":{"sponsor":["SIGMETRICS ACM Special Interest Group on Measurement and Evaluation","SIGSOFT ACM Special Interest Group on Software Engineering"],"acronym":"ICPE '25","name":"ICPE '25: 16th ACM\/SPEC International Conference on Performance Engineering","location":"Toronto ON Canada"},"container-title":["Companion of the 16th ACM\/SPEC International Conference on Performance Engineering"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3680256.3721324","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3680256.3721324","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,22]],"date-time":"2025-08-22T23:49:04Z","timestamp":1755906544000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3680256.3721324"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5,5]]},"references-count":24,"alternative-id":["10.1145\/3680256.3721324","10.1145\/3680256"],"URL":"https:\/\/doi.org\/10.1145\/3680256.3721324","relation":{},"subject":[],"published":{"date-parts":[[2025,5,5]]},"assertion":[{"value":"2025-05-05","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}