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Question generation (QG) is a natural language processing task with an abundance of potential benefits and use cases in the educational domain. In order for this potential to be realized, QG systems must be designed and validated with…

计算与语言 · 计算机科学 2025-11-05 Sabina Elkins , Ekaterina Kochmar , Jackie C. K. Cheung , Iulian Serban

Automatic question generation (QG) is essential for AI and NLP, particularly in intelligent tutoring, dialogue systems, and fact verification. Generating multiple-choice questions (MCQG) for professional exams, like the United States…

计算与语言 · 计算机科学 2025-02-11 Zonghai Yao , Aditya Parashar , Huixue Zhou , Won Seok Jang , Feiyun Ouyang , Zhichao Yang , Hong Yu

Querying the knowledge base (KB) has long been a challenge in the end-to-end task-oriented dialogue system. Previous sequence-to-sequence (Seq2Seq) dialogue generation work treats the KB query as an attention over the entire KB, without the…

计算与语言 · 计算机科学 2019-09-19 Libo Qin , Yijia Liu , Wanxiang Che , Haoyang Wen , Yangming Li , Ting Liu

We introduce a high-quality dataset that contains 3,397 samples comprising (i) multiple choice questions, (ii) answers (including distractors), and (iii) their source documents, from the educational domain. Each question is phrased in two…

计算与语言 · 计算机科学 2022-10-13 Amir Hadifar , Semere Kiros Bitew , Johannes Deleu , Chris Develder , Thomas Demeester

This work focuses on answering single-relation factoid questions over Freebase. Each question can acquire the answer from a single fact of form (subject, predicate, object) in Freebase. This task, simple question answering (SimpleQA), can…

计算与语言 · 计算机科学 2016-10-12 Wenpeng Yin , Mo Yu , Bing Xiang , Bowen Zhou , Hinrich Schütze

Open-domain question answering (QA) tasks usually require the retrieval of relevant information from a large corpus to generate accurate answers. We propose a novel approach called Generator-Retriever-Generator (GRG) that combines document…

计算与语言 · 计算机科学 2024-03-27 Abdelrahman Abdallah , Adam Jatowt

Skilled human interviewers can extract valuable information from experts. This raises a fundamental question: what makes some questions more effective than others? To address this, a quantitative evaluation of question-generation models is…

计算机视觉与模式识别 · 计算机科学 2025-12-18 Huaying Zhang , Atsushi Hashimoto , Tosho Hirasawa

Question generation over knowledge bases (KBQG) aims at generating natural-language questions about a subgraph, i.e. a set of (connected) triples. Two main challenges still face the current crop of encoder-decoder-based methods, especially…

计算与语言 · 计算机科学 2020-10-26 Sheng Bi , Xiya Cheng , Yuan-Fang Li , Yongzhen Wang , Guilin Qi

In this work, we focus on the task of Automatic Question Generation (AQG) where given a passage and an answer the task is to generate the corresponding question. It is desired that the generated question should be (i) grammatically correct…

Multiple-choice questions (MCQs) offer the most promising avenue for skill evaluation in the era of virtual education and job recruiting, where traditional performance-based alternatives such as projects and essays have become less viable,…

计算机与社会 · 计算机科学 2020-12-22 Eric Li , Jingyi Su , Hao Sheng , Lawrence Wai

Competency Questions (CQs) are a cornerstone of requirement elicitation in ontology engineering. CQs represent requirements as a set of natural language questions that an ontology should satisfy; they are traditionally modelled by ontology…

人工智能 · 计算机科学 2026-04-20 Reham Alharbi , Valentina Tamma , Terry R. Payne , Jacopo de Berardinis

Designing high-quality educational questions is a challenging and time-consuming task. In this work, we propose a novel approach that utilizes prompt-based techniques to generate descriptive and reasoning-based questions. However, current…

计算与语言 · 计算机科学 2023-12-05 Subhankar Maity , Aniket Deroy , Sudeshna Sarkar

Previous methods on knowledge base question generation (KBQG) primarily focus on enhancing the quality of a single generated question. Recognizing the remarkable paraphrasing ability of humans, we contend that diverse texts should convey…

计算与语言 · 计算机科学 2025-03-05 Shasha Guo , Jing Zhang , Xirui Ke , Cuiping Li , Hong Chen

We investigate the less-explored task of generating open-ended questions that are typically answered by multiple sentences. We first define a new question type ontology which differentiates the nuanced nature of questions better than widely…

计算与语言 · 计算机科学 2021-07-02 Shuyang Cao , Lu Wang

In e-commerce portals, generating answers for product-related questions has become a crucial task. In this paper, we propose the task of product-aware answer generation, which tends to generate an accurate and complete answer from…

计算与语言 · 计算机科学 2019-01-25 Shen Gao , Zhaochun Ren , Yihong Eric Zhao , Dongyan Zhao , Dawei Yin , Rui Yan

Formal query generation aims to generate correct executable queries for question answering over knowledge bases (KBs), given entity and relation linking results. Current approaches build universal paraphrasing or ranking models for the…

计算与语言 · 计算机科学 2019-08-30 Jiwei Ding , Wei Hu , Qixin Xu , Yuzhong Qu

Recent work on question generation has largely focused on factoid questions such as who, what, where, when about basic facts. Generating open-ended why, how, what, etc. questions that require long-form answers have proven more difficult. To…

计算与语言 · 计算机科学 2022-10-24 Tuhin Chakrabarty , Justin Lewis , Smaranda Muresan

In e-commerce portals, generating answers for product-related questions has become a crucial task. In this paper, we focus on the task of product-aware answer generation, which learns to generate an accurate and complete answer from…

计算与语言 · 计算机科学 2020-11-17 Shen Gao , Xiuying Chen , Zhaochun Ren , Dongyan Zhao , Rui Yan

Event scenarios are often complex and involve multiple event sequences connected through different entity participants. Exploring such complex scenarios requires an ability to branch through different sequences, something that is difficult…

计算与语言 · 计算机科学 2023-02-15 Mahnaz Koupaee , Greg Durrett , Nathanael Chambers , Niranjan Balasubramanian

Conversational systems enable numerous valuable applications, and question-answering is an important component underlying many of these. However, conversational question-answering remains challenging due to the lack of realistic,…

人工智能 · 计算机科学 2021-02-08 Jing Gu , Mostafa Mirshekari , Zhou Yu , Aaron Sisto