Céline Hudelot

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 …

Towards Job-Transition-Tag Graph for a Better Job Title Representation Learning

2022 · Findings of the Association for Computational Linguistics: NAACL 2022

Works on learning job title representation are mainly based on Job-Transition Graph, built from the working history of talents. However, since these records are usually messy, this graph is very sparse, which affects the quality …