Elliot Schumacher

Improving Zero-Shot Multi-Lingual Entity Linking

2021 · arXiv (Cornell University)

Entity linking -- the task of identifying references in free text to relevant knowledge base representations -- often focuses on single languages. We consider multilingual entity linking, where a single model is trained to link …

Extrinsically-Focused Evaluation of Omissions in Medical Summarization

2023 · arXiv (Cornell University)

Large language models (LLMs) have shown promise in safety-critical applications such as healthcare, yet the ability to quantify performance has lagged. An example of this challenge is in evaluating a summary of the patient's medical …