Paul Vozila
12 papers · 2008–2026 · 5 venues · across top CS/AI venues
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Research topics
Machine Learning
(5)
Application Areas
(5)
Artificial Intelligence
(4)
Deep Learning
(4)
Natural Language Processing
(4)
Core AI
(4)
Healthcare & Medicine
(3)
Architectures
(3)
Clinical
(3)
Applications
(2)
Learning Types
(2)
Models
(2)
Interdisciplinary
(1)
Mathematics & Optimization
(1)
Core Methods
(1)
Keywords
large language model
(2)
clinical nlp
(2)
clinical natural language processing
(2)
sequence-to-sequence model
(2)
language modeling
(1)
text summarization
(1)
text classification
(1)
speech transcription
(1)
direct preference optimization
(1)
synthetic data generation
(1)
instruction tuning
(1)
kullback-leibler divergence
(1)
convolutional neural network
(1)
language model
(1)
retrieval-augmented generation
(1)
medical report generation
(1)
supervised fine-tuning
(1)
latency reduction
(1)
noise contrastive estimation
(1)
synthetic data
(1)
Papers
MedRiskEval: Medical Risk Evaluation Benchmark of Language Models, On the Importance of User Perspectives in Healthcare Settings
EACL 2026
SchemaRAG: Dynamic Large Schema Reduction for LLM-driven Structured Information Extraction
ACL 2026
A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment
ACL 2025
Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications
EMNLP 2025
Large Scale Sequence-to-Sequence Models for Clinical Note Generation from Patient-Doctor Conversations
ACL 2023
Contextual Density Ratio for Language Model Biasing of Sequence to Sequence ASR Systems
Interspeech 2021
Generating Medical Reports from Patient-Doctor Conversations Using Sequence-to-Sequence Models
ACL 2020
Efficient Language Model Adaptation with Noise Contrastive Estimation and Kullback-Leibler Regularization
Interspeech 2018
Scalable Wide and Deep Learning for Computer Assisted Coding
NAACL 2018
Semi-Supervised Chinese Word Segmentation Using Partial-Label Learning With Conditional Random Fields
EMNLP 2014
An Empirical Study Of Semi-Supervised Chinese Word Segmentation Using Co-Training
EMNLP 2013
Automatic Editing in a Back-End Speech-to-Text System
ACL 2008