Evaluating the Evaluators: Are Current Few-Shot Learning Benchmarks Fit for Purpose? - Luísa Shimabucoro; Timothy M. Hospedales; Henry Gouk (CoRR, 2023)

LLM See, LLM Do: Leveraging Active Inheritance to Target Non-Differentiable Objectives. - Luísa Shimabucoro; Sebastian Ruder; Julia Kreutzer; Marzieh Fadaee; Sara Hooker (EMNLP, 2024)

LLM See, LLM Do: Guiding Data Generation to Target Non-Differentiable Objectives. - Luísa Shimabucoro; Sebastian Ruder; Julia Kreutzer; Marzieh Fadaee; Sara Hooker (CoRR, 2024)

Evaluating the Evaluators: Are Validation Methods for Few-Shot Learning Fit for Purpose? - Luísa Shimabucoro; Ruchika Chavhan; Timothy M. Hospedales; Henry Gouk (Trans. Mach. Learn. Res., 2024)

Kaleidoscope: In-language Exams for Massively Multilingual Vision Evaluation. - Israfel Salazar; Manuel Fernández Burda; Shayekh Bin Islam; Arshia Soltani Moakhar; Shivalika Singh; Fabian Farestam; Angelika Romanou; Danylo Boiko; Dipika Khullar; Mike Zhang; Dominik Krzeminski; Jekaterina Novikova; et al. (CoRR, 2025)

A Post-trainer's Guide to Multilingual Training Data: Uncovering Cross-lingual Transfer Dynamics. - Luísa Shimabucoro; Ahmet Üstün; Marzieh Fadaee; Sebastian Ruder (CoRR, 2025)