Predicting the Relative Difficulty of Single Sentences With and Without Surrounding Context. - Elliot Schumacher; Maxine Eskénazi; Gwen A. Frishkoff; Kevyn Collins-Thompson (EMNLP, 2016)

A Readability Analysis of Campaign Speeches from the 2016 US Presidential Campaign. - Elliot Schumacher; Maxine Eskénazi (CoRR, 2016)

Discriminative Candidate Generation for Medical Concept Linking. - Elliot Schumacher; Mark Dredze (AKBC, 2019)

Phenotyping of Clinical Notes with Improved Document Classification Models Using Contextualized Neural Language Models. - Andriy Mulyar; Elliot Schumacher; Masoud Rouhizadeh; Mark Dredze (CoRR, 2019)

Clinical Concept Linking with Contextualized Neural Representations. - Elliot Schumacher; Andriy Mulyar; Mark Dredze (ACL, 2020)

Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking. - Elliot Schumacher; James Mayfield; Mark Dredze (ACL/IJCNLP (Findings), 2021)

Improving Zero-Shot Multi-Lingual Entity Linking. - Elliot Schumacher; James Mayfield; Mark Dredze (CoRR, 2021)

Generating medically-accurate summaries of patient-provider dialogue: A multi-stage approach using large language models. - Varun Nair; Elliot Schumacher; Anitha Kannan (ClinicalNLP@ACL, 2023)

Extrinsically-Focused Evaluation of Omissions in Medical Summarization. - Elliot Schumacher; Daniel Rosenthal; Varun Nair; Luladay Price; Geoffrey J. Tso; Anitha Kannan (CoRR, 2023)

DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents. - Varun Nair; Elliot Schumacher; Geoffrey J. Tso; Anitha Kannan (ClinicalNLP@NAACL, 2024)

MED-OMIT: Extrinsically-Focused Evaluation Metric for Omissions in Medical Summarization. - Elliot Schumacher; Daniel Rosenthal; Dhruv Naik; Varun Nair; Luladay Price; Geoffrey J. Tso; Anitha Kannan (ML4H@NeurIPS, 2024)

CONSCENDI: A Contrastive and Scenario-Guided Distillation Approach to Guardrail Models for Virtual Assistants. - Albert Yu Sun; Varun Nair; Elliot Schumacher; Anitha Kannan (NAACL-HLT, 2024)

Rare Disease Differential Diagnosis with Large Language Models at Scale: From Abdominal Actinomycosis to Wilson's Disease. - Elliot Schumacher; Dhruv Naik; Anitha Kannan (CoRR, 2025)