Automatic question generation: a review of methodologies, datasets, evaluation metrics, and applications

N Mulla, P Gharpure - Progress in Artificial Intelligence, 2023 - Springer
Question generation in natural language has a wide variety of applications. It can be a
helpful tool for chatbots for generating interesting questions as also for automating the …

Review on neural question generation for education purposes

S Al Faraby, A Adiwijaya, A Romadhony - International Journal of Artificial …, 2024 - Springer
Questioning plays a vital role in education, directing knowledge construction and assessing
students' understanding. However, creating high-level questions requires significant …

Deep learning for dialogue systems: Chit-chat and beyond

R Yan, J Li, Z Yu - Foundations and Trends® in Information …, 2022 - nowpublishers.com
With the rapid progress of deep neural models and the explosion of available data
resources, dialogue systems that supports extensive topics and chit-chat conversations are …

Ask what's missing and what's useful: Improving Clarification Question Generation using Global Knowledge

BP Majumder, S Rao, M Galley, J McAuley - arxiv preprint arxiv …, 2021 - arxiv.org
The ability to generate clarification questions ie, questions that identify useful missing
information in a given context, is important in reducing ambiguity. Humans use previous …

Inquisitive question generation for high level text comprehension

WJ Ko, T Chen, Y Huang, G Durrett, JJ Li - arxiv preprint arxiv:2010.01657, 2020 - arxiv.org
Inquisitive probing questions come naturally to humans in a variety of settings, but is a
challenging task for automatic systems. One natural type of question to ask tries to fill a gap …

Assisting in writing wikipedia-like articles from scratch with large language models

Y Shao, Y Jiang, TA Kanell, P Xu, O Khattab… - arxiv preprint arxiv …, 2024 - arxiv.org
We study how to apply large language models to write grounded and organized long-form
articles from scratch, with comparable breadth and depth to Wikipedia pages. This …

Selecting better samples from pre-trained LLMs: A case study on question generation

X Yuan, T Wang, YH Wang, E Fine… - arxiv preprint arxiv …, 2022 - arxiv.org
Large Language Models (LLMs) have in recent years demonstrated impressive prowess in
natural language generation. A common practice to improve generation diversity is to …

Asking it all: Generating contextualized questions for any semantic role

V Pyatkin, P Roit, J Michael, R Tsarfaty… - arxiv preprint arxiv …, 2021 - arxiv.org
Asking questions about a situation is an inherent step towards understanding it. To this end,
we introduce the task of role question generation, which, given a predicate mention and a …

Chaincqg: Flow-aware conversational question generation

J Gu, M Mirshekari, Z Yu, A Sisto - arxiv preprint arxiv:2102.02864, 2021 - arxiv.org
Conversational systems enable numerous valuable applications, and question-answering is
an important component underlying many of these. However, conversational question …

Modeling What-to-ask and How-to-ask for Answer-unaware Conversational Question Generation

XL Do, B Zou, S Joty, AT Tran, L Pan, NF Chen… - arxiv preprint arxiv …, 2023 - arxiv.org
Conversational Question Generation (CQG) is a critical task for machines to assist humans
in fulfilling their information needs through conversations. The task is generally cast into two …