← Authors

Timothy Miller

33 papers · 2014–2025 · 7 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (7) πŸƒ Academic Marathon (11) 🐝 Cross-Pollinator (14) 🌈 Renaissance Researcher (8) πŸ—ΊοΈ Taxonomy Completionist (67) 🧬 Topic Evolution 🀝 Dynamic Duo (16) πŸ† Keyword Champion (6) πŸ“ˆ Trend Setter πŸ’Ž Century Club (33) πŸ”₯ Unstoppable (8) ⚑ Prolific Year (5) πŸ—ƒοΈ Keyword Collector (133)

Conferences

ACL (11) EMNLP (8) NAACL (7) COLING (2) EACL (2) SEMEVAL (2) IJCNLP (1)

Top co-authors

Guergana Savova (16) Dmitriy Dligach (15) Steven Bethard (15) CHEN LIN (8) Yanjun Gao (4) Majid Afshar (4) Egoitz Laparra (4) Ozlem Uzuner (3) Lane Schwartz (3) Hadi Amiri (3)

Keywords

temporal relation extraction (8) clinical nlp (6) domain adaptation (6) transfer learning (5) negation detection (5) sequence labeling (4) transformer model (4) electronic health record (4) text classification (4) grammar induction (3) unsupervised learning (3) electronic medical record (3) source-free domain adaptation (3) semantic processing (3) information extraction (3) named entity recognition (3) neural network (3) multi-task learning (2) ensemble learning (2) ensemble method (2)

Papers

Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction EMNLP 2025
Two-Stage Fine-Tuning for Improved Bias and Variance for Large Pretrained Language Models ACL 2023
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
Exploring Text Representations for Generative Temporal Relation Extraction NAACL 2022
Ensemble-based Fine-Tuning Strategy for Temporal Relation Extraction from the Clinical Narrative NAACL 2022
Summarizing Patients’ Problems from Hospital Progress Notes Using Pre-trained Sequence-to-Sequence Models COLING 2022
SemEval-2021 Task 10: Source-Free Domain Adaptation for Semantic Processing IJCNLP 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
Domain adaptation in practice: Lessons from a real-world information extraction pipeline EACL 2021
SemEval-2021 Task 10: Source-Free Domain Adaptation for Semantic Processing ACL 2021
Methods for Extracting Information from Messages from Primary Care Providers to Specialists ACL 2020
Extracting Relations between Radiotherapy Treatment Details EMNLP 2020
Defining and Learning Refined Temporal Relations in the Clinical Narrative EMNLP 2020
A BERT-based One-Pass Multi-Task Model for Clinical Temporal Relation Extraction ACL 2020
Incorporating Risk Factor Embeddings in Pre-trained Transformers Improves Sentiment Prediction in Psychiatric Discharge Summaries EMNLP 2020
Two-stage Federated Phenotyping and Patient Representation Learning ACL 2019
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
Unsupervised Learning of PCFGs with Normalizing Flow ACL 2019
Cross-document coreference: An approach to capturing coreference without context EMNLP 2019
Simplified Neural Unsupervised Domain Adaptation NAACL 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
Repeat before Forgetting: Spaced Repetition for Efficient and Effective Training of Neural Networks EMNLP 2017
Neural Temporal Relation Extraction EACL 2017
Rev at SemEval-2016 Task 2: Aligning Chunks by Lexical, Part of Speech and Semantic Equivalence SEMEVAL 2016
Memory-Bounded Left-Corner Unsupervised Grammar Induction on Child-Directed Input COLING 2016
Descending-Path Convolution Kernel for Syntactic Structures ACL 2014