CUBE: A Standard for Unifying Agent Benchmarks.

Imene Kerboua

Alexandre Lacoste Nicolas Gontier Oleh Shliazhko Aman Jaiswal Kusha Sareen Shailesh Nanisetty Joan Cabezas Manuel Del Verme Omar G. Younis Simone Baratta Matteo Avalle Imene Kerboua Xing Han Lù Elron Bandel Michal Shmueli-Scheuer Asaf Yehudai Leshem Choshen Jonathan Lebensold Sean Hughes Massimo Caccia Alexandre Drouin Siva Reddy Tao Yu 0009 Yu Su 0001 Graham Neubig Dawn Song CUBE: A Standard for Unifying Agent Benchmarks. 2026 March abs/2603.15798 CoRR https://doi.org/10.48550/arXiv.2603.15798 db/journals/corr/corr2603.html#abs-2603-15798 streams/journals/corr

Alejandra Zambrano Sara Vera Marjanovic Imene Kerboua Xing Han Lù Leila Kosseim Does The Way You Plan Matter? An Empirical Study of Planning Representations for LLM Web Agents. 2026 May abs/2605.29927 CoRR https://doi.org/10.48550/arXiv.2605.29927 db/journals/corr/corr2605.html#abs-2605-29927 streams/journals/corr

Wissam Siblini Mathieu Ciancone Imene Kerboua Marion Schaeffer MTEB-FR: une expérience à large échelle pour l'apprentissage de représentation en français. 219-230 2025 EGC http://editions-rnti.fr/?inprocid=1002997 conf/f-egc/2025 db/conf/f-egc/egc2025.html#SibliniCKS25 Chenghao Xiao Isaac Chung Imene Kerboua Jamie Stirling Xin Zhang 0097 Márton Kardos Roman Solomatin Noura Al Moubayed Kenneth C. Enevoldsen Niklas Muennighoff Mieb: Massive Image Embedding Benchmark. 2025 ICCV 22187-22198 conf/iccv/2025 https://doi.org/10.1109/ICCV51701.2025.02060 db/conf/iccv/iccv2025.html#XiaoCKSZKSMEM25 streams/conf/iccv Kenneth C. Enevoldsen Isaac Chung Imene Kerboua Márton Kardos Ashwin Mathur David Stap Jay Gala Wissam Siblini Dominik Krzeminski Genta Indra Winata Saba Sturua Saiteja Utpala Mathieu Ciancone Marion Schaeffer Diganta Misra Shreeya Dhakal Jonathan Rystrøm Roman Solomatin Ömer Veysel Çagatan Akash Kundu et al. MMTEB: Massive Multilingual Text Embedding Benchmark. 2025 ICLR https://openreview.net/forum?id=zl3pfz4VCV conf/iclr/2025 db/conf/iclr/iclr2025.html#EnevoldsenCKKMS25

Kenneth C. Enevoldsen Isaac Chung Imene Kerboua Márton Kardos Ashwin Mathur David Stap Jay Gala Wissam Siblini Dominik Krzeminski Genta Indra Winata Saba Sturua Saiteja Utpala Mathieu Ciancone Marion Schaeffer Gabriel Sequeira Diganta Misra Shreeya Dhakal Jonathan Rystrøm Roman Solomatin Ömer Çagatan Akash Kundu Martin Bernstorff Shitao Xiao Akshita Sukhlecha Bhavish Pahwa Rafal Poswiata Kranthi Kiran GV Shawon Ashraf Daniel Auras Björn Plüster Jan Philipp Harries Loïc Magne Isabelle Mohr Mariya Hendriksen Dawei Zhu Hippolyte Gisserot-Boukhlef Tom Aarsen Jan Kostkan Konrad Wojtasik Taemin Lee Marek Suppa Crystina Zhang Roberta Rocca Mohammed Hamdy Andrianos Michail John Yang 0002 Manuel Faysse Aleksei Vatolin Nandan Thakur Manan Dey Dipam Vasani Pranjal A. Chitale Simone Tedeschi Nguyen Tai Artem Snegirev Michael Günther 0002 Mengzhou Xia Weijia Shi Xing Han Lù Jordan Clive Gayatri Krishnakumar Anna Maksimova Silvan Wehrli Maria Tikhonova Henil Panchal Aleksandr Abramov Malte Ostendorff Zheng Liu 0011 Simon Clematide Lester James V. Miranda Alena Fenogenova Guangyu Song Ruqiya Bin Safi Wen-Ding Li Alessia Borghini Federico Cassano Hongjin Su Jimmy Lin Howard Yen Lasse Hansen Sara Hooker Chenghao Xiao Vaibhav Adlakha Orion Weller Siva Reddy Niklas Muennighoff MMTEB: Massive Multilingual Text Embedding Benchmark. 2025 February abs/2502.13595 CoRR https://doi.org/10.48550/arXiv.2502.13595 https://www.wikidata.org/entity/Q136217769 db/journals/corr/corr2502.html#abs-2502-13595 streams/journals/corr

Chenghao Xiao Isaac Chung Imene Kerboua Jamie Stirling Xin Zhang 0097 Márton Kardos Roman Solomatin Noura Al Moubayed Kenneth C. Enevoldsen Niklas Muennighoff MIEB: Massive Image Embedding Benchmark. 2025 April abs/2504.10471 CoRR https://doi.org/10.48550/arXiv.2504.10471 db/journals/corr/corr2504.html#abs-2504-10471 streams/journals/corr

Isaac Chung Imene Kerboua Márton Kardos Roman Solomatin Kenneth C. Enevoldsen Maintaining MTEB: Towards Long Term Usability and Reproducibility of Embedding Benchmarks. 2025 June abs/2506.21182 CoRR https://doi.org/10.48550/arXiv.2506.21182 db/journals/corr/corr2506.html#abs-2506-21182 streams/journals/corr

Imene Kerboua Sahar Omidi Shayegan Megh Thakkar Xing Han Lù Massimo Caccia Véronique Eglin Alexandre Aussem Jérémy Espinas Alexandre Lacoste LineRetriever: Planning-Aware Observation Reduction for Web Agents. 2025 July abs/2507.00210 CoRR https://doi.org/10.48550/arXiv.2507.00210 db/journals/corr/corr2507.html#abs-2507-00210 streams/journals/corr

Imene Kerboua Sahar Omidi Shayegan Megh Thakkar Xing Han Lù Léo Boisvert Massimo Caccia Jérémy Espinas Alexandre Aussem Véronique Eglin Alexandre Lacoste FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agents. 2025 October abs/2510.03204 CoRR https://doi.org/10.48550/arXiv.2510.03204 db/journals/corr/corr2510.html#abs-2510-03204 streams/journals/corr

Mathieu Ciancone Imene Kerboua Marion Schaeffer Wissam Siblini Extending the Massive Text Embedding Benchmark to French. 2024 abs/2405.20468 CoRR https://doi.org/10.48550/arXiv.2405.20468 db/journals/corr/corr2405.html#abs-2405-20468

Lamia Berkani Imene Kerboua Sofiane Zeghoud Recommandation Hybride basée sur l'Apprentissage Profond. 69-76 2020 EDA http://editions-rnti.fr/?inprocid=1002626 conf/eda/2020 db/conf/eda/eda2020.html#BerkaniKZ20 Tom Aarsen Aleksandr Abramov Vaibhav Adlakha et al. Nicolas Angelard-GontierNicolas Gontier Shawon Ashraf Daniel Auras Alex AussemAlexandre Aussem Matteo Avalle Elron Bandel Simone Baratta Lamia Berkani Martin Bernstorff Léo Boisvert Alessia Borghini Joan Cabezas Massimo Caccia Ömer Çagatan Omer Veysel CagatanÖmer Veysel Çagatan Federico Cassano Pranjal A. Chitale Leshem Choshen Isaac Chung Mathieu Ciancone Simon Clematide Jordan Clive Manan Dey Shreeya Dhakal Alexandre Drouin Véronique Eglin Kenneth C. Enevoldsen Jérémy Espinas Manuel Faysse Alena Fenogenova Jay Gala Hippolyte Gisserot-Boukhlef Michael Günther 0002 Kranthi Kiran GV Mohammed Hamdy Lasse Hansen Jan Philipp Harries Mariya Hendriksen Sara Hooker Sean Hughes Aman Jaiswal Márton Kardos Leila Kosseim Jan Kostkan Gayatri Krishnakumar Dominik Krzeminski Akash Kundu Alexandre Lacoste Jonathan Lebensold Taemin Lee Wen-Ding Li Jimmy Lin Zheng Liu 0011 Xing Han Lù Loïc Magne Anna Maksimova Sara MarjanovicSara Vera Marjanovic Ashwin Mathur Andrianos Michail Lester James V. Miranda Diganta Misra Isabelle Mohr Noura Al Moubayed Niklas Muennighoff Shailesh Nanisetty Graham Neubig Malte Ostendorff Bhavish Pahwa Henil Panchal Björn Plüster Rafal Poswiata Siva Reddy Roberta Rocca Jonathan Rystrøm Ruqiya Bin Safi Kusha Sareen Marion Schaeffer Gabriel Sequeira Sahar Omidi Shayegan Weijia Shi Oleh Shliazhko Michal Shmueli-Scheuer Wissam Siblini Artem Snegirev Roman Solomatin Dawn Song Guangyu Song David Stap Jamie Stirling Saba Sturua Hongjin Su Yu Su 0001 Akshita Sukhlecha Marek Suppa Nguyen Tai Simone Tedeschi Megh Thakkar Nandan Thakur Maria Tikhonova Saiteja Utpala Dipam Vasani Aleksei Vatolin Manuel Del Verme Silvan Wehrli Orion Weller Genta Indra Winata Konrad Wojtasik Mengzhou Xia Chenghao Xiao Shitao Xiao John Yang 0002 Asaf Yehudai Howard Yen Omar G. Younis Tao Yu 0009 Alejandra Zambrano Sofiane Zeghoud Xin Zhang 0097 Xinyu Zhang 0018Crystina Zhang Dawei Zhu