Papers by Sinem Guven
Technical Question Answering across Tasks and Domains (2021.naacl-industry)
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| Challenge: | Existing methods for technical QA have a limited data size and question and answer overlaps . |
| Approach: | They propose a framework of deep transfer learning to address technical QA across tasks and domains using document retrieval and reading comprehension tasks. |
| Outcome: | The proposed framework performs better than state-of-the-art methods on the TechQA task. |
A Technical Question Answering System with Transfer Learning (2020.emnlp-demos)
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| Challenge: | StackOverflow and AskUbuntu are popular open forum communities for technical question-answering, but it is expensive for human experts to provide timely and helpful responses. |
| Approach: | They develop a system that automatically responds to questions from a siamese ALBERT network based on previously answered questions . |
| Outcome: | The proposed system responds automatically to questions based on answers from previous users. |