Elliot Schumacher
9 papers · 2016–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Gold
🗺️
Taxonomy Completionist
(22)
🔥
Unstoppable · Bronze
Top co-authors
Research topics
Keywords
entity linking
(3)
dialogue system
(3)
large language model
(3)
knowledge base
(2)
cross-lingual transfer
(1)
named entity recognition
(1)
few-shot learning
(1)
medical entity
(1)
few-shot prompting
(1)
autoregressive model
(1)
neural ranking
(1)
contextualized embedding
(1)
multilingual representation
(1)
medical question answering
(1)
mention context
(1)
dialogue understanding
(1)
expert system
(1)
medical summarization
(1)
knowledge distillation
(1)
zero-shot learning
(1)
Papers
Rare Disease Differential Diagnosis with Large Language Models at Scale: From Abdominal Actinomycosis to Wilson’s Disease
MLHC 2025
CONSCENDI: A Contrastive and Scenario-Guided Distillation Approach to Guardrail Models for Virtual Assistants
NAACL 2024
DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents
NAACL 2024
Generating medically-accurate summaries of patient-provider dialogue: A multi-stage approach using large language models
ACL 2023
On the Surprising Effectiveness of Name Matching Alone in Autoregressive Entity Linking
ACL 2023
Zero-shot Cross-Language Transfer of Monolingual Entity Linking Models
EMNLP 2022
Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking
ACL 2021
Clinical Concept Linking with Contextualized Neural Representations
ACL 2020
Predicting the Relative Difficulty of Single Sentences With and Without Surrounding Context
EMNLP 2016