| 2026 | ACL | SchemaRAG: Dynamic Large Schema Reduction for LLM-driven Structured Information Extraction. | Sin Yu Bonnie Ho, Arlie Coles, Erik Larsson, Eric Marshall, Nathan Bodenstab, Paul Vozila |
| 2026 | EACL | MedRiskEval: Medical Risk Evaluation Benchmark of Language Models, On the Importance of User Perspectives in Healthcare Settings. | Jean-Philippe Corbeil, Minseon Kim, Maxime Griot, Sheela Agarwal, Alessandro Sordoni, Franois Beaulieu, Paul Vozila |
| 2025 | ACL | A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment. | Jean-Philippe Corbeil, Amin Dada, Jean-Michel Attendu, Asma Ben Abacha, Alessandro Sordoni, Lucas Caccia, Franois Beaulieu, Thomas Lin, Jens Kleesiek, Paul Vozila |
| 2025 | CVPR | BiomedParse-V: Scaling Foundation Model for Universal Text-Guided Volumetric Biomedical Image Segmentation. | Theodore Zhao, Ho Hin Lee, Alberto Santamara-Pang, Noel C. F. Codella, Sid Kiblawi, Yu Gu, Yu Fang, Wen Xuan Teng, Naiteek Sangani, Ivan Tarapov, Matthew P. Lungren, Matthias Blondeel, Tristan Naumann, Naoto Usuyama, Sheng Wang, Paul Vozila, Hoifung Poon, Mu Wei |
| 2025 | EMNLP | Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications. | Jean-Philippe Corbeil, Asma Ben Abacha, George Michalopoulos, Phillip Swazinna, Miguel A. del Agua, Jrme Tremblay, Akila Jeeson Daniel, Cari Bader, Kevin Cho, Pooja Krishnan, Nathan Bodenstab, Thomas Lin, Wenxuan Teng, Franois Beaulieu, Paul Vozila |
| 2021 | FlAIRS | Retrieval-Augmented Transformer-XL for Close-Domain Dialog Generation. | Giovanni Bonetta, Rossella Cancelliere, Ding Liu, Paul Vozila |
| 2021 | Interspeech | Contextual Density Ratio for Language Model Biasing of Sequence to Sequence ASR Systems. | Jess Andrs-Ferrer, Dario Albesano, Puming Zhan, Paul Vozila |
| 2019 | MICCAI | DeepAAA: Clinically Applicable and Generalizable Detection of Abdominal Aortic Aneurysm Using Deep Learning. | Jen-Tang Lu, Rupert Brooks, Stefan Hahn, Jin Chen, Varun Buch, Gopal Kotecha, Katherine P. Andriole, Brian B. Ghoshhajra, Joel Pinto, Paul Vozila, Mark Michalski, Neil A. Tenenholtz |
| 2018 | Interspeech | Efficient Language Model Adaptation with Noise Contrastive Estimation and Kullback-Leibler Regularization. | Jess Andrs-Ferrer, Nathan Bodenstab, Paul Vozila |
| 2018 | NAACL | Scalable Wide and Deep Learning for Computer Assisted Coding. | Marilisa Amoia, Frank Diehl, Jess Gimnez, Joel Pinto, Raphael Schumann, Fabian Stemmer, Paul Vozila, Yi Zhang |
| 2014 | EMNLP | Semi-Supervised Chinese Word Segmentation Using Partial-Label Learning With Conditional Random Fields. | Fan Yang, Paul Vozila |
| 2014 | ICASSP | Static interpolation of exponential n-gram models using features of features. | Abhinav Sethy, Stanley F. Chen, Bhuvana Ramabhadran, Paul Vozila |
| 2013 | ASRU | Joint training of interpolated exponential n-gram models. | Abhinav Sethy, Stanley F. Chen, Ebru Arisoy, Bhuvana Ramabhadran, Kartik Audhkhasi, Shrikanth S. Narayanan, Paul Vozila |
| 2013 | EMNLP | An Empirical Study Of Semi-Supervised Chinese Word Segmentation Using Co-Training. | Fan Yang, Paul Vozila |
| 2013 | Interspeech | Improved models for automatic punctuation prediction for spoken and written text. | Nicola Ueffing, Maximilian Bisani, Paul Vozila |
| 2012 | Interspeech | Comparison of Grapheme-to-Phoneme Methods on Large Pronunciation Dictionaries and LVCSR Tasks. | Stefan Hahn, Paul Vozila, Maximilian Bisani |
| 2012 | Interspeech | Large Scale Hierarchical Neural Network Language Models. | Hong-Kwang Kuo, Ebru Arisoy, Ahmad Emami, Paul Vozila |
| 2012 | Interspeech | A Hierarchical Bayesian Approach for Semi-supervised Discriminative Language Modeling. | Yik-Cheung Tam, Paul Vozila |
| 2011 | Interspeech | Improved Spoken Query Transcription Using Co-Occurrence Information. | Jonathan Mamou, Abhinav Sethy, Bhuvana Ramabhadran, Ron Hoory, Paul Vozila |
| 2011 | Interspeech | Unsupervised Latent Speaker Language Modeling. | Yik-Cheung Tam, Paul Vozila |
| 2008 | ACL | Automatic Editing in a Back-End Speech-to-Text System. | Maximilian Bisani, Paul Vozila, Olivier Divay, Jeff Adams |
| 2003 | Interspeech | Grapheme to phoneme conversion and dictionary verification using graphonemes. | Paul Vozila, Jeff Adams, Yuliya Lobacheva, Ryan Thomas |