Ashwin Srinivasan
2019
Dr.Quad at MEDIQA 2019: Towards Textual Inference and Question Entailment using contextualized representations
Vinayshekhar Bannihatti Kumar
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Ashwin Srinivasan
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Aditi Chaudhary
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James Route
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Teruko Mitamura
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Eric Nyberg
Proceedings of the 18th BioNLP Workshop and Shared Task
This paper presents the submissions by TeamDr.Quad to the ACL-BioNLP 2019 shared task on Textual Inference and Question Entailment in the Medical Domain. Our system is based on the prior work Liu et al. (2019) which uses a multi-task objective function for textual entailment. In this work, we explore different strategies for generalizing state-of-the-art language understanding models to the specialized medical domain. Our results on the shared task demonstrate that incorporating domain knowledge through data augmentation is a powerful strategy for addressing challenges posed specialized domains such as medicine.
2007
USP-IBM-1 and USP-IBM-2: The ILP-based Systems for Lexical Sample WSD in SemEval-2007
Lucia Specia
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Maria das Graças
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Volpe Nunes
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Ashwin Srinivasan
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Ganesh Ramakrishnan
Proceedings of the Fourth International Workshop on Semantic Evaluations (SemEval-2007)
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Co-authors
- Vinayshekhar Bannihatti Kumar 1
- Aditi Chaudhary 1
- James Route 1
- Teruko Mitamura 1
- Eric Nyberg 1
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