Overall, this research paper contributes to the field of education by providing insights into NLP-based MCQ generation and its potential for improving educational assessments. It also underscores the need for further research in this field.Anchan, Devraj...
NLP: Automatic Question Generation This program takes a text file as an input and generates questions by analyzing each sentence.Note: A similar implementatin is here.UsageVirtualenv recommendedpip install -r requirements.txtpython -m textblob.download_corpora python3 quest.py file.txt...
nlp=pipeline("question-generation",model="valhalla/t5-small-qg-prepend",qg_format="prepend")nlp("42 is the answer to life, the universe and everything.")=>[{'answer':'42 ','question':'What is the answer to life, the universe, and everything?'}] ...
论文打包获取方式:关注AINLPer 微信公众号(每日更新...)回复:QA007 1、TILE: ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language Generation Author: Dongling Xiao • Han Zhang • Yukun Li Paper: arxiv.org/pdf/2001.1131 ...
Question Generation using RoBERTa 促进问题生成的多样性有很多解决方案,总体来说可以分为两类,一类是以CVAE为代表的在训练阶段引入潜变量来促进多样性的方法,另一类是以随机解码为代表的在推断阶段优化解码方式的方法。本文采用的是Holtzman et al., 2020提出的top-p核采样方法(nucleus sampling),因为该方法简单,高效...
这个工作着眼于Visual Question Generation (VQG)这个多模态问题,同样使用当下热门的GAN来处理,它最大的创新之处在于构建了双判别器(bi-discriminator)结构。 问题背景 上面讲到,这个工作聚焦的任务是Visual Question Generation,即根据图片产生问题。但这个任务有一个重要的特征,那就是要让所问的问题得以使双方的对话进...
Improving Neural Question Generation using Answer Separation 本篇是2019年发表在AAAI上的一篇文章。该文章在基础的seq2seq模型的基础上提出了answer-separated seq2seq模型,并通过实验证明该模型显着减少了包含答案的不正确问题的数量,达到了NQG(自然语言生成)模型的state-of-the-art。(2019)。下载点击此处。同时,...
George House, 1 Guildhall Street, Cambridge CB2 3NH, UK, "Question Answering using a large NLP System". [8] K. Beulen, H. Nay, Lehrstuhl fur Informatik VI, RWTH Aachen, University of Technology, D-52056 Aachen, "Automatic Question Generation for Decision Tree based State Tying". [9] ...
QA的研究相当多,只对提升回答多样性做一些调研,有新的文章或者方法欢迎私信论文讨论 论文 Generating High-Quality and Informative Conversation Responses with Sequence-to-Sequence Models Topic Aware Neural Response Generation A Diversity-Promotin...自然语言处理,NLP,科普与详解 什么是自然语言处理 简单地说,自...
Question Generation (QG) is an important task in Natural Language Processing (NLP) that involves generating questions automatically when given a context paragraph. While many techniques exist for the task of QG, they employ complex model architectures, extensive features, and additional mechanisms to ...