← Authors

Dmitriy Dligach

22 papers · 2007–2025 · 6 conferences · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (12) 🐣 Hot Topic Early Bird πŸ—ΊοΈ Taxonomy Completionist (40) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🌈 Renaissance Researcher (5) 🌍 Conference Polyglot (6) πŸƒ Academic Marathon (18) 🀝 Dynamic Duo (15) 🧬 Topic Evolution πŸ’Ž Century Club (22) πŸ“ˆ Trend Setter ❓ The Questioner πŸš€ Conference Pioneer πŸ—ƒοΈ Keyword Collector (85) πŸ”₯ Unstoppable (9)

Conferences

ACL (10) NAACL (5) EMNLP (3) SEMEVAL (2) COLING (1) EACL (1)

Top co-authors

Timothy Miller (15) Steven Bethard (9) Guergana Savova (9) CHEN LIN (7) Majid Afshar (6) Yanjun Gao (5) Martha Palmer (5) Sameer Pradhan (3) Matthew Churpek (2) Dianbo Liu (1)

Keywords

temporal relation extraction (7) electronic health record (5) clinical nlp (4) domain adaptation (3) named entity recognition (3) multi-task learning (2) relation classification (2) clinical language model (2) zero-shot learning (2) large language model (2) sequence-to-sequence model (2) clinical text (2) electronic medical record (2) natural language inference (1) attention mechanism (1) transfer learning (1) embedding learning (1) text classification (1) representation learning (1) sequence labeling (1)

Papers

Loyola at ArchEHR-QA 2025: Exploring Unsupervised Attribution of Generated Text: Attention and Clustering-Based Methods ACL 2025
When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications? EMNLP 2024
Multi-Task Training with In-Domain Language Models for Diagnostic Reasoning ACL 2023
Overview of the Problem List Summarization (ProbSum) 2023 Shared Task on Summarizing Patients’ Active Diagnoses and Problems from Electronic Health Record Progress Notes ACL 2023
Improving the Transferability of Clinical Note Section Classification Models with BERT and Large Language Model Ensembles ACL 2023
End-to-end clinical temporal information extraction with multi-head attention ACL 2023
Summarizing Patients’ Problems from Hospital Progress Notes Using Pre-trained Sequence-to-Sequence Models COLING 2022
Exploring Text Representations for Generative Temporal Relation Extraction NAACL 2022
EntityBERT: Entity-centric Masking Strategy for Model Pretraining for the Clinical Domain NAACL 2021
A BERT-based One-Pass Multi-Task Model for Clinical Temporal Relation Extraction ACL 2020
Defining and Learning Refined Temporal Relations in the Clinical Narrative EMNLP 2020
Extracting Adverse Drug Event Information with Minimal Engineering NAACL 2019
A BERT-based Universal Model for Both Within- and Cross-sentence Clinical Temporal Relation Extraction NAACL 2019
Two-stage Federated Phenotyping and Patient Representation Learning ACL 2019
Self-training improves Recurrent Neural Networks performance for Temporal Relation Extraction EMNLP 2018
Neural Temporal Relation Extraction EACL 2017
Descending-Path Convolution Kernel for Syntactic Structures ACL 2014
Good Seed Makes a Good Crop: Accelerating Active Learning Using Language Modeling ACL 2011
SemEval-2010 Task 14: Word Sense Induction &Disambiguation SEMEVAL 2010
Using Language Modeling to Select Useful Annotation Data NAACL 2009
Novel Semantic Features for Verb Sense Disambiguation ACL 2008
SemEval-2007 Task-17: English Lexical Sample, SRL and All Words SEMEVAL 2007