Myriam Tami

Few-Shot Image Classification Benchmarks are Too Far From Reality: Build Back Better with Semantic Task Sampling

2022 · arXiv (Cornell University)

Every day, a new method is published to tackle Few-Shot Image Classification, showing better and better performances on academic benchmarks. Nevertheless, we observe that these current benchmarks do not accurately represent the real industrial use …

Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models

2023

Pierre Colombo, Victor Pellegrain, Malik Boudiaf, Myriam Tami, Victor Storchan, Ismail Ayed, Pablo Piantanida. Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing. 2023.