SOTAVerified

Question Generation

The goal of Question Generation is to generate a valid and fluent question according to a given passage and the target answer. Question Generation can be used in many scenarios, such as automatic tutoring systems, improving the performance of Question Answering models and enabling chatbots to lead a conversation.

Source: Generating Highly Relevant Questions

Papers

Showing 401450 of 664 papers

TitleStatusHype
How Should Agents Ask Questions For Situated Learning? An Annotated Dialogue CorpusCode0
Question Generation for Adaptive EducationCode1
GTM: A Generative Triple-Wise Model for Conversational Question Generation0
ZmBART: An Unsupervised Cross-lingual Transfer Framework for Language GenerationCode1
Deep Learning on Graphs for Natural Language Processing0
Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting0
Learning to Ask Appropriate Questions in Conversational Recommendation0
EL-Attention: Memory Efficient Lossless Attention for GenerationCode1
Diverse and Specific Clarification Question Generation with KeywordsCode1
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation0
Back-Training excels Self-Training at Unsupervised Domain Adaptation of Question Generation and Passage RetrievalCode1
ProphetNet-X: Large-Scale Pre-training Models for English, Chinese, Multi-lingual, Dialog, and Code GenerationCode0
Q^2: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question AnsweringCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
Ask what's missing and what's useful: Improving Clarification Question Generation using Global KnowledgeCode1
Paired Examples as Indirect Supervision in Latent Decision Models0
Automatically Generating Cause-and-Effect Questions from PassagesCode1
Expanding, Retrieving and Infilling: Diversifying Cross-Domain Question Generation with Flexible TemplatesCode0
An Automated Multiple-Choice Question Generation Using Natural Language Processing Techniques0
Quinductor: a multilingual data-driven method for generating reading-comprehension questions using Universal DependenciesCode0
Cooperative Self-training of Machine Reading ComprehensionCode1
AnswerQuest: A System for Generating Question-Answer Items from Multi-Paragraph DocumentsCode1
Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing0
OneStop QAMaker: Extract Question-Answer Pairs from Text in a One-Stop Approach0
Quiz-Style Question Generation for News StoriesCode1
ChainCQG: Flow-Aware Conversational Question GenerationCode1
End-to-End Video Question-Answer Generation with Generator-Pretester NetworkCode0
Ask Question with Double Hints: Visual Question Generation with Answer-awareness and Region-reference0
Learning to Generate Questions by Recovering Answer-containing Sentences0
BANG: Bridging Autoregressive and Non-autoregressive Generation with Large Scale PretrainingCode1
Learning Dense Representations of Phrases at ScaleCode2
Contrastive Learning with Adversarial Perturbations for Conditional Text GenerationCode1
EQG-RACE: Examination-Type Question GenerationCode1
Question and Answer pair generation for Telugu short stories0
Towards automatically generating Questions under Discussion to link information and discourse structure0
Answer-driven Deep Question Generation based on Reinforcement Learning0
Vocabulary Matters: A Simple yet Effective Approach to Paragraph-level Question Generation0
Just Ask: Learning to Answer Questions from Millions of Narrated VideosCode1
AGenT Zero: Zero-shot Automatic Multiple-Choice Question Generation for Skill Assessments0
Generating Natural Questions from Images for Multimodal Assistants0
DORB: Dynamically Optimizing Multiple Rewards with Bandits0
Exploring Question-Specific Rewards for Generating Deep QuestionsCode1
Regularization of Distinct Strategies for Unsupervised Question GenerationCode0
ProphetNet: Predicting Future N-gram for Sequence-to-SequencePre-trainingCode0
Diversify Question Generation with Continuous Content Selectors and Question Type Modeling0
PathQG: Neural Question Generation from FactsCode1
Event Extraction as Machine Reading Comprehension0
PALM: Pre-training an Autoencoding\&Autoregressive Language Model for Context-conditioned Generation0
CliniQG4QA: Generating Diverse Questions for Domain Adaptation of Clinical Question AnsweringCode1
Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ERNIE-GENLARGE (beam size=5)BLEU-425.41Unverified
2BART (TextBox 2.0)BLEU-425.08Unverified
3ProphetNet + ASGenBLEU-424.44Unverified
4UniLMv2BLEU-424.43Unverified
5ProphetNet + syn. mask + localnessBLEU-424.37Unverified
6ProphetNetBLEU-423.91Unverified
7UniLM + ASGenBLEU-423.7Unverified
8UniLMBLEU-422.78Unverified
9BERTSQGBLEU-422.17Unverified
10Selector & NQG++BLEU-415.87Unverified
#ModelMetricClaimedVerifiedStatus
1MDNBLEU-165.1Unverified
2coco-Caption [[Karpathy and Li2014]]BLEU-162.5Unverified
3Max(Yang,2015)BLEU-159.4Unverified
4Sample(Yang,2015)BLEU-138.8Unverified
#ModelMetricClaimedVerifiedStatus
1FactJointGTMETEOR36.21Unverified
2JointGTMETEOR36.08Unverified
3FactT5BMETEOR35.72Unverified
4T5BMETEOR35.64Unverified
#ModelMetricClaimedVerifiedStatus
1FactT5BBLEU46.1Unverified
2JointGTBLEU45.95Unverified
3T5BBLEU44.51Unverified
4FactJointGTBLEU43.61Unverified
#ModelMetricClaimedVerifiedStatus
1JointGTMETEOR37.69Unverified
2FactJointGTMETEOR37.55Unverified
3FactT5BMETEOR37.39Unverified
4T5BMETEOR37.35Unverified
#ModelMetricClaimedVerifiedStatus
1BART fine-tuned on FairytaleQAROUGE-L0.53Unverified
2BART fine-tuned on NarrativeQA and FairytaleQAROUGE-L0.52Unverified
3BART fine-tuned on NarrativeQAROUGE-L0.44Unverified
#ModelMetricClaimedVerifiedStatus
1UniPollROUGE-149.6Unverified
2T5ROUGE-144.46Unverified
3Dual DecROUGE-138.24Unverified
#ModelMetricClaimedVerifiedStatus
1Info-HCVAEQAE37.18Unverified
2HCVAEQAE31.45Unverified
#ModelMetricClaimedVerifiedStatus
1Info-HCVAEQAE71.18Unverified
2HCVAEQAE69.46Unverified
#ModelMetricClaimedVerifiedStatus
1Info-HCVAEQAE35.45Unverified
2HCVAEQAE30.2Unverified
#ModelMetricClaimedVerifiedStatus
1MDNBLEU-136Unverified