Paul Vozila - RankMe

31 papers A* 3A 9C 1Misc 2Journal 10Unranked 6

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Less Finetuning, Better Retrieval: Rethinking LLM Adaptation for Biomedical Retrievers via Synthetic Data and Model Merging. CoRR Sameh Khattab, Jean-Philippe Corbeil, Osman Alperen Koras, Amin Dada, Julian Friedrich, François Beaulieu, Paul Vozila, Jens Kleesiek
2026	—	`conf`	MedRiskEval: Medical Risk Evaluation Benchmark of Language Models, On the Importance of User Perspectives in Healthcare Settings. EACL (Industry Track) Jean-Philippe Corbeil, Minseon Kim, Maxime Griot, Sheela Agarwal, Alessandro Sordoni, François Beaulieu, Paul Vozila
2025	—	`conf`	A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment. ACL (1) Jean-Philippe Corbeil, Amin Dada, Jean-Michel Attendu, Asma Ben Abacha, Alessandro Sordoni, Lucas Caccia, François Beaulieu, Thomas Lin, Jens Kleesiek, Paul Vozila
2025	J	`jnl`	A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment. CoRR Jean-Philippe Corbeil, Amin Dada, Jean-Michel Attendu, Asma Ben Abacha, Alessandro Sordoni, Lucas Caccia, François Beaulieu, Thomas Lin, Jens Kleesiek, Paul Vozila
2025	J	`jnl`	AURAD: Anatomy-Pathology Unified Radiology Synthesis with Progressive Representations. CoRR Shuhan Ding, Jingjing Fu, Yu Gu, Naiteek Sangani, Mu Wei, Paul Vozila, Nan Liu, Jiang Bian, Hoifung Poon
2025	—	`conf`	Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications. EMNLP (Industry Track) Jean-Philippe Corbeil, Asma Ben Abacha, George Michalopoulos, Phillip Swazinna, Miguel A. del Agua, Jérôme Tremblay, Akila Jeeson Daniel, Cari Bader, Kevin Cho, Pooja Krishnan, Nathan Bodenstab, Thomas Lin, Wenxuan Teng, François Beaulieu, Paul Vozila
2025	J	`jnl`	Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications. CoRR Jean-Philippe Corbeil, Asma Ben Abacha, George Michalopoulos, Phillip Swazinna, Miguel A. del Agua, Jérôme Tremblay, Akila Jeeson Daniel, Cari Bader, Yu-Cheng Cho, Pooja Krishnan, Nathan Bodenstab, Thomas Lin, Wenxuan Teng, François Beaulieu, Paul Vozila
2025	J	`jnl`	Medical Red Teaming Protocol of Language Models: On the Importance of User Perspectives in Healthcare Settings. CoRR Jean-Philippe Corbeil, Minseon Kim, Alessandro Sordoni, François Beaulieu, Paul Vozila
2025	J	`jnl`	The Illusion of Readiness: Stress Testing Large Frontier Models on Multimodal Medical Benchmarks. CoRR Yu Gu, Jingjing Fu, Xiaodong Liu, Jeya Maria Jose Valanarasu, Noel C. F. Codella, Reuben Tan, Qianchu Liu, Ying Jin, Sheng Zhang, Jinyu Wang, Rui Wang, Lei Song, Guanghui Qin, Naoto Usuyama, Cliff Wong, Hao Cheng, Ho Hin Lee, Praneeth Sanapathi, Sarah Hilado, Jiang Bian, Javier Alvarez-Valle, Mu Wei, Khalil Malik, Jianfeng Gao, Eric Horvitz, Matthew P. Lungren, Hoifung Poon, Paul Vozila
2025	J	`jnl`	X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains. CoRR Qianchu Liu, Sheng Zhang, Guanghui Qin, Timothy Ossowski, Yu Gu, Ying Jin, Sid Kiblawi, Sam Preston, Mu Wei, Paul Vozila, Tristan Naumann, Hoifung Poon
2023	—	`conf`	Large Scale Sequence-to-Sequence Models for Clinical Note Generation from Patient-Doctor Conversations. ClinicalNLP@ACL Gagandeep Singh, Yue Pan, Jesús Andrés-Ferrer, Miguel A. del Agua, Frank Diehl, Joel Pinto, Paul Vozila
2022	J	`jnl`	Contextual Density Ratio for Language Model Biasing of Sequence to Sequence ASR Systems. CoRR Jesús Andrés-Ferrer, Dario Albesano, Puming Zhan, Paul Vozila
2021	A	`conf`	Contextual Density Ratio for Language Model Biasing of Sequence to Sequence ASR Systems. Interspeech Jesús Andrés-Ferrer, Dario Albesano, Puming Zhan, Paul Vozila
2021	Misc	`conf`	Retrieval-Augmented Transformer-XL for Close-Domain Dialog Generation. FLAIRS Giovanni Bonetta, Rossella Cancelliere, Ding Liu, Paul Vozila
2021	J	`jnl`	Retrieval-Augmented Transformer-XL for Close-Domain Dialog Generation. CoRR Giovanni Bonetta, Rossella Cancelliere, Ding Liu, Paul Vozila
2019	—	`conf`	DeepAAA: Clinically Applicable and Generalizable Detection of Abdominal Aortic Aneurysm Using Deep Learning. MICCAI (2) 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
2019	J	`jnl`	DeepAAA: clinically applicable and generalizable detection of abdominal aortic aneurysm using deep learning. CoRR 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	A	`conf`	Efficient Language Model Adaptation with Noise Contrastive Estimation and Kullback-Leibler Regularization. INTERSPEECH Jesús Andrés-Ferrer, Nathan Bodenstab, Paul Vozila
2018	—	`conf`	Scalable Wide and Deep Learning for Computer Assisted Coding. NAACL-HLT (3) Marilisa Amoia, Frank Diehl, Jesús Giménez, Joel Pinto, Raphael Schumann, Fabian Stemmer, Paul Vozila, Yi Zhang
2014	A*	`conf`	Semi-Supervised Chinese Word Segmentation Using Partial-Label Learning With Conditional Random Fields. EMNLP Fan Yang, Paul Vozila
2014	Misc	`conf`	Static interpolation of exponential n-gram models using features of features. ICASSP Abhinav Sethy, Stanley F. Chen, Bhuvana Ramabhadran, Paul Vozila
2013	A*	`conf`	An Empirical Study Of Semi-Supervised Chinese Word Segmentation Using Co-Training. EMNLP Fan Yang, Paul Vozila
2013	A	`conf`	Improved models for automatic punctuation prediction for spoken and written text. INTERSPEECH Nicola Ueffing, Maximilian Bisani, Paul Vozila
2013	C	`conf`	Joint training of interpolated exponential n-gram models. ASRU Abhinav Sethy, Stanley F. Chen, Ebru Arisoy, Bhuvana Ramabhadran, Kartik Audhkhasi, Shrikanth S. Narayanan, Paul Vozila
2012	A	`conf`	A Hierarchical Bayesian Approach for Semi-supervised Discriminative Language Modeling. INTERSPEECH Yik-Cheung Tam, Paul Vozila
2012	A	`conf`	Comparison of Grapheme-to-Phoneme Methods on Large Pronunciation Dictionaries and LVCSR Tasks. INTERSPEECH Stefan Hahn, Paul Vozila, Maximilian Bisani
2012	A	`conf`	Large Scale Hierarchical Neural Network Language Models. INTERSPEECH Hong-Kwang Kuo, Ebru Arisoy, Ahmad Emami, Paul Vozila
2011	A	`conf`	Improved Spoken Query Transcription Using Co-Occurrence Information. INTERSPEECH Jonathan Mamou, Abhinav Sethy, Bhuvana Ramabhadran, Ron Hoory, Paul Vozila
2011	A	`conf`	Unsupervised Latent Speaker Language Modeling. INTERSPEECH Yik-Cheung Tam, Paul Vozila
2008	A*	`conf`	Automatic Editing in a Back-End Speech-to-Text System. ACL Maximilian Bisani, Paul Vozila, Olivier Divay, Jeff Adams
2003	A	`conf`	Grapheme to phoneme conversion and dictionary verification using graphonemes. INTERSPEECH Paul Vozila, Jeff Adams, Yuliya Lobacheva, Ryan Thomas