{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,22]],"date-time":"2025-08-22T19:10:05Z","timestamp":1755889805203,"version":"3.44.0"},"publisher-location":"New York, NY, USA","reference-count":10,"publisher":"ACM","content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,7,13]]},"DOI":"10.1145\/3726302.3731955","type":"proceedings-article","created":{"date-parts":[[2025,7,14]],"date-time":"2025-07-14T14:55:26Z","timestamp":1752504926000},"page":"4314-4318","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Language Model Alignment for Conversational Shopping at Amazon"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5339-5817","authenticated-orcid":false,"given":"Chen","family":"Luo","sequence":"first","affiliation":[{"name":"Amazon, Palo Alto, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4543-6687","authenticated-orcid":false,"given":"Dimitri","family":"Papadimitriou","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, USA"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-2767-9219","authenticated-orcid":false,"given":"Hariharan","family":"Muralidharan","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, USA"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-3320-9790","authenticated-orcid":false,"given":"Dhineshkumar","family":"Ramasubbu","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3129-7954","authenticated-orcid":false,"given":"Aakash","family":"Kolekar","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2188-4621","authenticated-orcid":false,"given":"Wenju","family":"Xu","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, USA"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-3143-6572","authenticated-orcid":false,"given":"Cong","family":"Xu","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, USA"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-4507-3267","authenticated-orcid":false,"given":"Anirudh","family":"Srinivasan","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2451-2329","authenticated-orcid":false,"given":"Mukesh","family":"Jain","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5257-6843","authenticated-orcid":false,"given":"Qi","family":"He","sequence":"additional","affiliation":[{"name":"Amazon, Palo Alto, USA"}]}],"member":"320","published-online":{"date-parts":[[2025,7,13]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.5555\/3495724.3495883"},{"key":"e_1_3_2_1_2_1","volume-title":"Generative AI for Synthetic Data Generation: Methods, Challenges and the Future. arXiv preprint arXiv:2403.04190","author":"Guo Xu","year":"2024","unstructured":"Xu Guo and Yiqiang Chen. 2024. Generative AI for Synthetic Data Generation: Methods, Challenges and the Future. arXiv preprint arXiv:2403.04190 (2024)."},{"key":"e_1_3_2_1_3_1","volume-title":"ROUGE: A Package for Automatic Evaluation of Summaries. In Text Summarization Branches Out","author":"Lin Chin-Yew","year":"2004","unstructured":"Chin-Yew Lin. 2004. ROUGE: A Package for Automatic Evaluation of Summaries. In Text Summarization Branches Out. Association for Computational Linguistics, 74-81."},{"key":"e_1_3_2_1_4_1","volume-title":"On llms-driven synthetic data generation, curation, and evaluation: A survey. arXiv preprint arXiv:2406.15126","author":"Long Lin","year":"2024","unstructured":"Lin Long, Rui Wang, Ruixuan Xiao, Junbo Zhao, Xiao Ding, Gang Chen, and Haobo Wang. 2024. On llms-driven synthetic data generation, curation, and evaluation: A survey. arXiv preprint arXiv:2406.15126 (2024)."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/BigData62323.2024.10826015"},{"key":"e_1_3_2_1_6_1","volume-title":"Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics. Association for Computational Linguistics, 311-318","author":"Papineni Kishore","year":"2002","unstructured":"Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002. BLEU: a Method for Automatic Evaluation of Machine Translation. In Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics. Association for Computational Linguistics, 311-318."},{"key":"e_1_3_2_1_7_1","volume-title":"Proceedings of the 37th International Conference on Neural Information Processing Systems","author":"Rafailov Rafael","year":"2023","unstructured":"Rafael Rafailov, Archit Sharma, Eric Mitchell, Stefano Ermon, Christopher D. Manning, and Chelsea Finn. 2023. Direct preference optimization: your language model is secretly a reward model. In Proceedings of the 37th International Conference on Neural Information Processing Systems (New Orleans, LA, USA) (NIPS '23). Curran Associates Inc., Red Hook, NY, USA, Article 2338, 14 pages."},{"key":"e_1_3_2_1_8_1","volume-title":"Direct preference optimization: Your language model is secretly a reward model. Advances in Neural Information Processing Systems 36","author":"Rafailov Rafael","year":"2024","unstructured":"Rafael Rafailov, Archit Sharma, Eric Mitchell, Christopher D Manning, Stefano Ermon, and Chelsea Finn. 2024. Direct preference optimization: Your language model is secretly a reward model. Advances in Neural Information Processing Systems 36 (2024)."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.findings-acl.136"},{"key":"e_1_3_2_1_10_1","unstructured":"Shengyu Zhang Linfeng Dong Xiaoya Li Sen Zhang Xiaofei Sun Shuhe Wang Jiwei Li Runyi Hu Tianwei Zhang Fei Wu and Guoyin Wang. 2024. Instruction Tuning for Large Language Models: A Survey. arXiv:2308.10792 [cs.CL] https:\/\/arxiv.org\/abs\/2308.10792"}],"event":{"name":"SIGIR '25: The 48th International ACM SIGIR Conference on Research and Development in Information Retrieval","sponsor":["SIGIR ACM Special Interest Group on Information Retrieval"],"location":"Padua Italy","acronym":"SIGIR '25"},"container-title":["Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3726302.3731955","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,22]],"date-time":"2025-08-22T18:32:02Z","timestamp":1755887522000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3726302.3731955"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,13]]},"references-count":10,"alternative-id":["10.1145\/3726302.3731955","10.1145\/3726302"],"URL":"https:\/\/doi.org\/10.1145\/3726302.3731955","relation":{},"subject":[],"published":{"date-parts":[[2025,7,13]]},"assertion":[{"value":"2025-07-13","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}