Search Results for author: Emilia Farcas

Found 5 papers, 3 papers with code

Joint Summarization-Entailment Optimization for Consumer Health Question Understanding

1 code implementation NAACL (NLPMC) 2021 Khalil Mrini, Franck Dernoncourt, Walter Chang, Emilia Farcas, Ndapa Nakashole

Understanding the intent of medical questions asked by patients, or Consumer Health Questions, is an essential skill for medical Conversational AI systems.

Data Augmentation

Medical Question Understanding and Answering with Knowledge Grounding and Semantic Self-Supervision

1 code implementation COLING 2022 Khalil Mrini, Harpreet Singh, Franck Dernoncourt, Seunghyun Yoon, Trung Bui, Walter Chang, Emilia Farcas, Ndapa Nakashole

The system first matches the summarized user question with an FAQ from a trusted medical knowledge base, and then retrieves a fixed number of relevant sentences from the corresponding answer document.

Question Answering Retrieval

Recursive Tree-Structured Self-Attention for Answer Sentence Selection

no code implementations ACL 2021 Khalil Mrini, Emilia Farcas, Ndapa Nakashole

The recursive nature of our model is able to represent all levels of syntactic parse trees with only one additional self-attention layer.

Community Question Answering Sentence +1

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