Timothy Miller
31 papers · 2014–2025 · 6 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (55) 🏃 Academic Marathon · Half 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Gold 🐣 Hot Topic Early Bird
🏆
Keyword Champion
(6)
🧭
Keyword Pioneer
🧬
Topic Evolution
🤝
Dynamic Duo
(16)
⚡
Prolific Year · Productive
🔥
Unstoppable · Bronze
💎
Century Club · Bronze
🌈
Renaissance Researcher
(6)
🗃️
Keyword Collector
(131)
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Trend Setter
Top co-authors
Research topics
Natural Language Processing
(21)
Machine Learning
(20)
Deep Learning
(15)
Applications
(15)
Healthcare & Medicine
(11)
Clinical
(11)
Learning Types
(11)
Architectures
(9)
Core Methods
(8)
Artificial Intelligence
(7)
Application Areas
(6)
Generation
(6)
Learning Paradigms
(5)
Core AI
(4)
Optimization & Theory
(4)
Keywords
temporal relation extraction
(8)
clinical nlp
(6)
domain adaptation
(5)
electronic health record
(4)
transformer model
(4)
transfer learning
(4)
unsupervised learning
(3)
information extraction
(3)
neural network
(3)
electronic medical record
(3)
negation detection
(3)
grammar induction
(3)
named entity recognition
(3)
text classification
(2)
multi-task learning
(2)
sequence labeling
(2)
ensemble learning
(2)
sequence-to-sequence model
(2)
zero-shot learning
(2)
ensemble method
(2)
Papers
Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction
EMNLP 2025
End-to-end clinical temporal information extraction with multi-head attention
ACL 2023
Improving the Transferability of Clinical Note Section Classification Models with BERT and Large Language Model Ensembles
ACL 2023
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
Two-Stage Fine-Tuning for Improved Bias and Variance for Large Pretrained Language Models
ACL 2023
Ensemble-based Fine-Tuning Strategy for Temporal Relation Extraction from the Clinical Narrative
NAACL 2022
Exploring Text Representations for Generative Temporal Relation Extraction
NAACL 2022
Summarizing Patients’ Problems from Hospital Progress Notes Using Pre-trained Sequence-to-Sequence Models
COLING 2022
Domain adaptation in practice: Lessons from a real-world information extraction pipeline
EACL 2021
EntityBERT: Entity-centric Masking Strategy for Model Pretraining for the Clinical Domain
NAACL 2021
SemEval-2021 Task 10: Source-Free Domain Adaptation for Semantic Processing
SemEval 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 Relations between Radiotherapy Treatment Details
EMNLP 2020
Incorporating Risk Factor Embeddings in Pre-trained Transformers Improves Sentiment Prediction in Psychiatric Discharge Summaries
EMNLP 2020
Methods for Extracting Information from Messages from Primary Care Providers to Specialists
ACL 2020
A BERT-based Universal Model for Both Within- and Cross-sentence Clinical Temporal Relation Extraction
NAACL 2019
Cross-document coreference: An approach to capturing coreference without context
EMNLP 2019
Extracting Adverse Drug Event Information with Minimal Engineering
NAACL 2019
Simplified Neural Unsupervised Domain Adaptation
NAACL 2019
Two-stage Federated Phenotyping and Patient Representation Learning
ACL 2019
Unsupervised Learning of PCFGs with Normalizing Flow
ACL 2019
Depth-bounding is effective: Improvements and evaluation of unsupervised PCFG induction
EMNLP 2018
Self-training improves Recurrent Neural Networks performance for Temporal Relation Extraction
EMNLP 2018
Spotting Spurious Data with Neural Networks
NAACL 2018
Neural Temporal Relation Extraction
EACL 2017
Repeat before Forgetting: Spaced Repetition for Efficient and Effective Training of Neural Networks
EMNLP 2017
Memory-Bounded Left-Corner Unsupervised Grammar Induction on Child-Directed Input
COLING 2016
Rev at SemEval-2016 Task 2: Aligning Chunks by Lexical, Part of Speech and Semantic Equivalence
SemEval 2016
Descending-Path Convolution Kernel for Syntactic Structures
ACL 2014