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In this paper, we focus on task-specific question answering (QA). To this end, we introduce a method for generating exhaustive and high-quality training data, which allows us to train compact (e.g., run on a mobile device), task-specific QA…

Creativity relates to the ability to generate novel and effective ideas in the areas of interest. How are such creative ideas generated? One possible mechanism that supports creative ideation and is gaining increased empirical attention is…

计算与语言 · 计算机科学 2025-08-08 Anna Wróblewska , Marceli Korbin , Yoed N. Kenett , Daniel Dan , Maria Ganzha , Marcin Paprzycki

Generating some appealing questions in open-domain conversations is an effective way to improve human-machine interactions and lead the topic to a broader or deeper direction. To avoid dull or deviated questions, some researchers tried to…

计算与语言 · 计算机科学 2021-06-08 Lei Shen , Fandong Meng , Jinchao Zhang , Yang Feng , Jie Zhou

Question Answering (QA) is key for making possible a robust communication between human and machine. Modern language models used for QA have surpassed the human-performance in several essential tasks; however, these models require large…

计算与语言 · 计算机科学 2021-09-08 Liubov Nikolenko , Pouya Rezazadeh Kalehbasti

Automatic evaluation of generative tasks using large language models faces challenges due to ambiguous criteria. Although automatic checklist generation is a potentially promising approach, its usefulness remains underexplored. We…

计算与语言 · 计算机科学 2025-08-22 Momoka Furuhashi , Kouta Nakayama , Takashi Kodama , Saku Sugawara

Generating educational questions of fairytales or storybooks is vital for improving children's literacy ability. However, it is challenging to generate questions that capture the interesting aspects of a fairytale story with educational…

计算与语言 · 计算机科学 2024-10-07 Zhenjie Zhao , Yufang Hou , Dakuo Wang , Mo Yu , Chengzhong Liu , Xiaojuan Ma

Natural Language Processing (NLP) is one of the most revolutionary technologies today. It uses artificial intelligence to understand human text and spoken words. It is used for text summarization, grammar checking, sentiment analysis, and…

计算与语言 · 计算机科学 2025-12-22 G. M. Refatul Islam , Safwan Shaheer , Yaseen Nur , Mohammad Rafid Hamid

Existing work on generating hints in Intelligent Tutoring Systems (ITS) focuses mostly on manual and non-personalized feedback. In this work, we explore automatically generated questions as personalized feedback in an ITS. Our personalized…

计算与语言 · 计算机科学 2022-06-10 Devang Kulshreshtha , Muhammad Shayan , Robert Belfer , Siva Reddy , Iulian Vlad Serban , Ekaterina Kochmar

The questions in a crowdsourcing task typically exhibit varying degrees of difficulty and subjectivity. Their joint effects give rise to the variation in responses to the same question by different crowd-workers. This variation is low when…

人工智能 · 计算机科学 2018-02-15 Yuan Jin , Mark Carman , Ye Zhu , Wray Buntine

In this survey, we present a detailed examination of the advancements in Neural Question Generation (NQG), a field leveraging neural network techniques to generate relevant questions from diverse inputs like knowledge bases, texts, and…

计算与语言 · 计算机科学 2024-05-08 Shasha Guo , Lizi Liao , Cuiping Li , Tat-Seng Chua

The distractor generation task focuses on generating incorrect but plausible options for objective questions such as fill-in-the-blank and multiple-choice questions. This task is widely utilized in educational settings across various…

计算与语言 · 计算机科学 2024-10-14 Elaf Alhazmi , Quan Z. Sheng , Wei Emma Zhang , Munazza Zaib , Ahoud Alhazmi

We study the task of predicting a set of salient questions from a given paragraph without any prior knowledge of the precise answer. We make two main contributions. First, we propose a new method to evaluate a set of predicted questions…

计算与语言 · 计算机科学 2022-03-14 Jishnu Ray Chowdhury , Debanjan Mahata , Cornelia Caragea

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

Question answer generation using Natural Language Processing models is ubiquitous in the world around us. It is used in many use cases such as the building of chat bots, suggestive prompts in google search and also as a way of navigating…

计算与语言 · 计算机科学 2023-11-28 Shashidhar Reddy Javaji , Haoran Hu , Sai Sameer Vennam , Vijaya Gajanan Buddhavarapu

In this paper, we propose the first model to be able to generate visually grounded questions with diverse types for a single image. Visual question generation is an emerging topic which aims to ask questions in natural language based on…

计算机视觉与模式识别 · 计算机科学 2017-05-30 Shijie Zhang , Lizhen Qu , Shaodi You , Zhenglu Yang , Jiawan Zhang

We propose a novel method for applying Transformer models to extractive question answering (QA) tasks. Recently, pretrained generative sequence-to-sequence (seq2seq) models have achieved great success in question answering. Contributing to…

计算与语言 · 计算机科学 2021-10-14 Peng Xu , Davis Liang , Zhiheng Huang , Bing Xiang

In addition to the traditional task of getting machines to answer questions, a major research question in question answering is to create interesting, challenging questions that can help systems learn how to answer questions and also reveal…

计算与语言 · 计算机科学 2020-04-23 Jordan Boyd-Graber , Benjamin Börschinger

While both extractive and generative readers have been successfully applied to the Question Answering (QA) task, little attention has been paid toward the systematic comparison of them. Characterizing the strengths and weaknesses of the two…

计算与语言 · 计算机科学 2022-03-16 Man Luo , Kazuma Hashimoto , Semih Yavuz , Zhiwei Liu , Chitta Baral , Yingbo Zhou

Understanding search queries is a hard problem as it involves dealing with "word salad" text ubiquitously issued by users. However, if a query resembles a well-formed question, a natural language processing pipeline is able to perform more…

计算与语言 · 计算机科学 2018-08-29 Manaal Faruqui , Dipanjan Das

The use of large language models like ChatGPT in code review offers promising efficiency gains but also raises concerns about correctness and safety. Existing evaluation methods for code review generation either rely on automatic…

软件工程 · 计算机科学 2025-12-18 Robert Heumüller , Frank Ortmeier