Deep learning-based question answering: a survey

H Abdel-Nabi, A Awajan, MZ Ali - Knowledge and Information Systems, 2023‏ - Springer
Question Answering is a crucial natural language processing task. This field of research has
attracted a sudden amount of interest lately due mainly to the integration of the deep …

SemEval-2017 task 3: Community question answering

P Nakov, D Hoogeveen, L Màrquez, A Moschitti… - arxiv preprint arxiv …, 2019‏ - arxiv.org
We describe SemEval-2017 Task 3 on Community Question Answering. This year, we reran
the four subtasks from SemEval-2016:(A) Question-Comment Similarity,(B) Question …

Hyperbolic representation learning for fast and efficient neural question answering

Y Tay, LA Tuan, SC Hui - Proceedings of the Eleventh ACM International …, 2018‏ - dl.acm.org
The dominant neural architectures in question answer retrieval are based on recurrent or
convolutional encoders configured with complex word matching layers. Given that recent …

Question answering through transfer learning from large fine-grained supervision data

S Min, M Seo, H Hajishirzi - arxiv preprint arxiv:1702.02171, 2017‏ - arxiv.org
We show that the task of question answering (QA) can significantly benefit from the transfer
learning of models trained on a different large, fine-grained QA dataset. We achieve the …

Attentive interactive neural networks for answer selection in community question answering

X Zhang, S Li, L Sha, H Wang - Proceedings of the AAAI conference on …, 2017‏ - ojs.aaai.org
Answer selection plays a key role in community question answering (CQA). Previous
research on answer selection usually ignores the problems of redundancy and noise …

Adversarial domain adaptation for duplicate question detection

DJ Shah, T Lei, A Moschitti, S Romeo… - arxiv preprint arxiv …, 2018‏ - arxiv.org
We address the problem of detecting duplicate questions in forums, which is an important
step towards automating the process of answering new questions. As finding and annotating …

Simbow at semeval-2017 task 3: Soft-cosine semantic similarity between questions for community question answering

D Charlet, G Damnati - … of the 11th International Workshop on …, 2017‏ - aclanthology.org
This paper describes the SimBow system submitted at SemEval2017-Task3, for the question-
question similarity subtask B. The proposed approach is a supervised combination of …

Multi-cast attention networks

Y Tay, LA Tuan, SC Hui - Proceedings of the 24th ACM SIGKDD …, 2018‏ - dl.acm.org
Attention is typically used to select informative sub-phrases that are used for prediction. This
paper investigates the novel use of attention as a form of feature augmentation, ie, casted …

Question condensing networks for answer selection in community question answering

W Wu, X Sun, H Wang - Proceedings of the 56th Annual Meeting …, 2018‏ - aclanthology.org
Answer selection is an important subtask of community question answering (CQA). In a real-
world CQA forum, a question is often represented as two parts: a subject that summarizes …

A review of the analytics techniques for an efficient management of online forums: An architecture proposal

J Peral, A Ferrandez, H Mora, D Gil… - IEEE Access, 2019‏ - ieeexplore.ieee.org
E-learning is a response to the new educational needs of society and an important
development in information and communication technologies because it represents the …