{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T00:10:44Z","timestamp":1774311044142,"version":"3.50.1"},"publisher-location":"Cham","reference-count":28,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032213204","type":"print"},{"value":"9783032213211","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-21321-1_41","type":"book-chapter","created":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T11:10:55Z","timestamp":1774264255000},"page":"306-314","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["QuantumCLEF 2026 The Third Edition of\u00a0the\u00a0Quantum Computing Lab at\u00a0CLEF"],"prefix":"10.1007","author":[{"given":"Andrea","family":"Pasin","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maurizio Ferrari","family":"Dacrema","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paolo","family":"Cremonesi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Washington","family":"Cunha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marcos Andr\u00e9","family":"Gon\u00e7alves","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nicola","family":"Ferro","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,3,24]]},"reference":[{"key":"41_CR1","unstructured":"Burges, C.J.C.: From RankNet to LambdaRank to LambdaMART: An Overview. Tech. rep., Microsoft Research, MSR-TR-2010-82 (June 2010)"},{"key":"41_CR2","doi-asserted-by":"publisher","unstructured":"Cunha, W., Fran\u00e7a, C., Fonseca, G., Rocha, L., Gon\u00e7alves, M.A.: An effective, efficient, and scalable confidence-based instance selection framework for transformer-based text classification. In: Chen, H., Duh, W.E., Huang, H., Kato, M.P., Mothe, J., Poblete, B. (eds.) Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2023, Taipei, Taiwan, July 23-27, 2023, pp. 665\u2013674, ACM (2023), https:\/\/doi.org\/10.1145\/3539618.3591638","DOI":"10.1145\/3539618.3591638"},{"key":"41_CR3","doi-asserted-by":"publisher","unstructured":"Cunha, W., Viegas, F., Fran\u00e7a, C., Rosa, T., Rocha, L., Gon\u00e7alves, M.A.: A comparative survey of instance selection methods applied to non-neural and transformer-based text classification. ACM Comput. Surv. 55(13s), 265:1\u2013265:52 (2023), https:\/\/doi.org\/10.1145\/3582000","DOI":"10.1145\/3582000"},{"key":"41_CR4","doi-asserted-by":"publisher","unstructured":"Dacrema, M.F., Moroni, F., Nembrini, R., Ferro, N., Faggioli, G., Cremonesi, P.: Towards feature selection for ranking and classification exploiting quantum annealers. In: Amig\u00f3, E., Castells, P., Gonzalo, J., Carterette, B., Culpepper, J.S., Kazai, G. (eds.) SIGIR \u201922: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11 - 15, 2022, pp. 2814\u20132824, ACM (2022). https:\/\/doi.org\/10.1145\/3477495.3531755","DOI":"10.1145\/3477495.3531755"},{"key":"41_CR5","doi-asserted-by":"crossref","unstructured":"Delilbasic, A., Saux, B.L., Riedel, M., Michielsen, K., Cavallaro, G.: A single-step multiclass SVM based on quantum annealing for remote sensing data classification. arXiv preprint arXiv:2303.11705 (2023)","DOI":"10.1109\/JSTARS.2023.3336926"},{"key":"41_CR6","unstructured":"Devlin, J., Chang, M.W., Lee, K., Toutanova, K.: Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018)"},{"key":"41_CR7","doi-asserted-by":"publisher","unstructured":"Glover, F.W., Kochenberger, G.A., Du, Y.: Quantum bridge analytics I: a tutorial on formulating and using QUBO models. 4OR 17(4), 335\u2013371 (2019). https:\/\/doi.org\/10.1007\/s10288-019-00424-y","DOI":"10.1007\/s10288-019-00424-y"},{"key":"41_CR8","doi-asserted-by":"publisher","unstructured":"Hashemi, H., Aliannejadi, M., Zamani, H., Croft, W.B.: ANTIQUE: a non-factoid question answering benchmark. In: Jose, J.M., Yilmaz, E., Magalh\u00e3es, J., Castells, P., Ferro, N., Silva, M.J., Martins, F. (eds.) ECIR 2020. LNCS, vol. 12036, pp. 166\u2013173. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-45442-5_21","DOI":"10.1007\/978-3-030-45442-5_21"},{"key":"41_CR9","unstructured":"Liu, Y., et al.: Roberta: A robustly optimized bert pretraining approach. arXiv preprint 1907.11692 (2019)"},{"key":"41_CR10","doi-asserted-by":"crossref","unstructured":"Lucchese, C., Nardini, F.M., Orlando, S., Perego, R., Silvestri, F., Trani, S.: Post-learning optimization of tree ensembles for efficient ranking. In: Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval, pp. 949\u2013952 (2016)","DOI":"10.1145\/2911451.2914763"},{"key":"41_CR11","doi-asserted-by":"publisher","unstructured":"Melucci, M.: Introduction to Information Retrieval and Quantum Mechanics, The Information Retrieval Series, vol.\u00a035. Springer (2015), ISBN 978-3-662-48312-1, https:\/\/doi.org\/10.1007\/978-3-662-48313-8","DOI":"10.1007\/978-3-662-48313-8"},{"key":"41_CR12","doi-asserted-by":"publisher","unstructured":"Nembrini, R., Carugno, C., Ferrari Dacrema, M., Cremonesi, P.: Towards recommender systems with community detection and quantum computing. In: RecSys \u201922: Sixteenth ACM Conference on Recommender Systems, Seattle, WA, USA, September 18 - 23, 2022, pp. 579\u2013585, ACM (2022). https:\/\/doi.org\/10.1145\/3523227.3551478","DOI":"10.1145\/3523227.3551478"},{"issue":"8","key":"41_CR13","doi-asserted-by":"publisher","first-page":"970","DOI":"10.3390\/E23080970","volume":"23","author":"R Nembrini","year":"2021","unstructured":"Nembrini, R., Dacrema, M.F., Cremonesi, P.: Feature selection for recommender systems with quantum computing. Entropy 23(8), 970 (2021). https:\/\/doi.org\/10.3390\/E23080970","journal-title":"Entropy"},{"key":"41_CR14","doi-asserted-by":"publisher","unstructured":"Pasin, A., Cunha, W., Gon\u00e7alves, M.A., Ferro, N.: A quantum annealing instance selection approach for efficient and effective transformer fine-tuning. In: Oosterhuis, H., Bast, H., Xiong, C. (eds.) Proceedings of the 2024 ACM SIGIR International Conference on Theory of Information Retrieval, ICTIR 2024, Washington, DC, USA, 13 July 2024, pp. 205\u2013214, ACM (2024), https:\/\/doi.org\/10.1145\/3664190.3672515","DOI":"10.1145\/3664190.3672515"},{"key":"41_CR15","doi-asserted-by":"publisher","unstructured":"Pasin, A., Dacrema, M.F., Cremonesi, P., Ferro, N.: QCLEF: a proposal to evaluate quantum annealing for information retrieval and recommender systems. In: Arampatzis, A., et al., (eds.) Experimental IR Meets Multilinguality, Multimodality, and Interaction - 14th International Conference of the CLEF Association, CLEF 2023, Thessaloniki, Greece, September 18-21, 2023, Proceedings, Lecture Notes in Computer Science, vol. 14163, pp. 97\u2013108, Springer (2023), https:\/\/doi.org\/10.1007\/978-3-031-42448-9_9","DOI":"10.1007\/978-3-031-42448-9_9"},{"key":"41_CR16","doi-asserted-by":"publisher","unstructured":"Pasin, A., Dacrema, M.F., Cremonesi, P., Ferro, N.: Overview of quantumclef 2024: The quantum computing challenge for information retrieval and recommender systems at CLEF. In: Goeuriot, L., et al., (eds.) Experimental IR Meets Multilinguality, Multimodality, and Interaction - 15th International Conference of the CLEF Association, CLEF 2024, Grenoble, France, September 9-12, 2024, Proceedings, Part II, Lecture Notes in Computer Science, vol. 14959, pp. 260\u2013282, Springer (2024). https:\/\/doi.org\/10.1007\/978-3-031-71908-0_12","DOI":"10.1007\/978-3-031-71908-0_12"},{"key":"41_CR17","unstructured":"Pasin, A., Dacrema, M.F., Cremonesi, P., Ferro, N.: Quantumclef 2024: Overview of the quantum computing challenge for information retrieval and recommender systems at CLEF. In: Faggioli, G., Ferro, N., Galusc\u00e1kov\u00e1, P., de\u00a0Herrera, A.G.S. (eds.) Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024), Grenoble, France, 9-12 September, 2024, CEUR Workshop Proceedings, vol. 3740, pp. 3032\u20133053, CEUR-WS.org (2024). https:\/\/ceur-ws.org\/Vol-3740\/paper-297.pdf"},{"key":"41_CR18","doi-asserted-by":"publisher","unstructured":"Pasin, A., Dacrema, M.F., Cunha, W., Gon\u00e7alves, M.A., Cremonesi, P., Ferro, N.: Overview of quantumclef 2025: the second quantum computing challenge for information retrieval and recommender systems at CLEF. In: Carrillo-de-Albornoz, J., et al., (eds.) Experimental IR Meets Multilinguality, Multimodality, and Interaction - 16th International Conference of the CLEF Association, CLEF 2025, Madrid, Spain, September 9-12, 2025, Proceedings, Lecture Notes in Computer Science, vol. 16089, pp. 412\u2013435, Springer (2025), https:\/\/doi.org\/10.1007\/978-3-032-04354-2_22","DOI":"10.1007\/978-3-032-04354-2_22"},{"key":"41_CR19","doi-asserted-by":"publisher","unstructured":"Pasin, A., Ferro, N.: KIMERA: from evaluation-as-a-service to evaluation-in-the-cloud. In: Ferro, N., Maistro, M., Pasi, G., Alonso, O., Trotman, A., Verberne, S. (eds.) Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025, pp. 3584\u20133594, ACM (2025). https:\/\/doi.org\/10.1145\/3726302.3730298","DOI":"10.1145\/3726302.3730298"},{"issue":"1","key":"41_CR20","doi-asserted-by":"publisher","first-page":"20","DOI":"10.3390\/info14010020","volume":"14","author":"G Pilato","year":"2023","unstructured":"Pilato, G., Vella, F.: A survey on quantum computing for recommendation systems. Inf. 14(1), 20 (2023). https:\/\/doi.org\/10.3390\/info14010020","journal-title":"Inf."},{"key":"41_CR21","unstructured":"Powers, D.M.W.: Evaluation: from precision, recall and f-measure to roc, informedness, markedness and correlation. CoRR abs\/2010.16061 (2020). https:\/\/arxiv.org\/abs\/2010.16061"},{"key":"41_CR22","unstructured":"Qin, T., Liu, T.Y.: Introducing LETOR 4.0 Datasets. arXiv.org, Information Retrieval (cs.IR) arXiv:1306.2597 (June 2013)"},{"key":"41_CR23","unstructured":"van Rijsbergen, C.J.: The geometry of information retrieval. Cambridge University Press (2004), ISBN 978-0-521-83805-4"},{"key":"41_CR24","unstructured":"Touvron, H., et al.: Llama: Open and efficient foundation language models (2023)"},{"key":"41_CR25","doi-asserted-by":"publisher","unstructured":"Uprety, S., Gkoumas, D., Song, D.: A survey of quantum theory inspired approaches to information retrieval. ACM Comput. Surv. 53(5), 98:1\u201398:39 (2021). https:\/\/doi.org\/10.1145\/3402179","DOI":"10.1145\/3402179"},{"key":"41_CR26","doi-asserted-by":"publisher","DOI":"10.1016\/j.cpc.2019.107006","volume":"248","author":"D Willsch","year":"2020","unstructured":"Willsch, D., Willsch, M., De Raedt, H., Michielsen, K.: Support vector machines on the d-wave quantum annealer. Comput. Phys. Commun. 248, 107006 (2020)","journal-title":"Comput. Phys. Commun."},{"key":"41_CR27","doi-asserted-by":"publisher","unstructured":"Wu, Y., Cao, Q., Shen, H., Tao, S., Cheng, X.: INMO: a model-agnostic and scalable module for inductive collaborative filtering. In: SIGIR \u201922: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, pp. 91\u2013101, ACM (2022). https:\/\/doi.org\/10.1145\/3477495.3532000","DOI":"10.1145\/3477495.3532000"},{"key":"41_CR28","doi-asserted-by":"publisher","unstructured":"Zaiou, A., Bennani, Y., Matei, B., Hibti, M.: Balanced k-means using quantum annealing. In: 2021 IEEE Symposium Series on Computational Intelligence (SSCI), pp. 1\u20137 (2021). https:\/\/doi.org\/10.1109\/SSCI50451.2021.9659997","DOI":"10.1109\/SSCI50451.2021.9659997"}],"container-title":["Lecture Notes in Computer Science","Advances in Information Retrieval"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-21321-1_41","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T23:16:41Z","timestamp":1774307801000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-21321-1_41"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032213204","9783032213211"],"references-count":28,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-21321-1_41","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"24 March 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors\u00a0have no competing interests to declare that are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"ECIR","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"European Conference on Information Retrieval","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Delft","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"The Netherlands","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 March 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 April 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"48","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ecir2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ecir2026.eu\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}