Joseph Gatto
Scholar

Joseph Gatto

Google Scholar ID: QOCT60gAAAAJ
Dartmouth College
Machine LearningNatural Language Processing
Citations & Impact
All-time
Citations
104
 
H-index
7
 
i10-index
3
 
Publications
19
 
Co-authors
7
list available
Resume (English only)
Academic Achievements
  • - Publications:
  • - "Follow-up Question Generation For Enhanced Patient-Provider Conversations" (ACL 2025)
  • - "Document-Level Event-Argument Data Augmentation for Challenging Role Types" (ACL 2025)
  • - "Chain-of-Thought Embeddings for Stance Detection on Social Media" (EMNLP Findings 2023)
  • - "Explicit, Implicit, and Scattered: Revisiting Event Extraction to Capture Complex Arguments" (EMNLP 2024)
  • - "Text Encoders Lack Knowledge: Leveraging Generative LLMs for Domain-Specific Semantic Textual Similarity" (GEM 2023)
  • - "Identifying the Perceived Severity of Patient-Generated Telemedical Queries Regarding COVID: Developing and Evaluating a Transfer Learning–Based Solution" (Journal of Medical Informatics 2022)
  • - "In-Context Learning for Preserving Patient Privacy: A Framework for Synthesizing Realistic Patient Portal Messages" (ML4H Findings 2024)
  • - "Scope of Pre-trained Language Models for Detecting Conflicting Health Information" (AAAI ICWSM 2023)
  • - "HealthE: Recognizing Health Advice & Entities in Online Health Communities" (AAAI ICWSM 2023)
Research Experience
  • - Work Experience:
  • - Research Intern at NASA's Jet Propulsion Laboratory from 2018 to 2020, working on a variety of computer vision research projects ranging from Mars Rover technology to subsurface imaging.
  • - Research Projects:
  • - PortalPal-AI (on Huggingface), focusing on portal messaging.
Education
  • - Degree: Bachelor's degree
  • - University: Columbia University
  • - Year: 2020
  • - Major: Computer Science
  • - Advisor: Not specifically mentioned
Background
  • - Research Interests: LLMs for Clinical NLP, Information Seeking Agents, Synthetic Data Generation, Information Extraction, LLM Evaluation
  • - Field: Computer Science
  • - Brief Introduction: Currently a senior Ph.D. candidate at Dartmouth College's Department of Computer Science, particularly interested in developing better NLP tools for clinical tasks.