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

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Showing 301–350 of 664 papers

TitleStatusHype
IndicNLG Benchmark: Multilingual Datasets for Diverse NLG Tasks in Indic Languages—0
On the Evaluation of Answer-Agnostic Paragraph-level Multi-Question GenerationCode0
IT5: Text-to-text Pretraining for Italian Language Understanding and GenerationCode1
QA4QG: Using Question Answering to Constrain Multi-Hop Question GenerationCode1
Unified Question Generation with Continual Lifelong Learning—0
Question Generation for Evaluating Cross-Dataset Shifts in Multi-modal Grounding—0
Leaf: Multiple-Choice Question GenerationCode1
Improving Biomedical Information Retrieval with Neural Retrievers—0
JEFF - Just Another EFFicient Reading Comprehension Test Generation—0
Meta-CQG: A Meta-Learning Framework for Complex Question Generation over Knowledge Graph—0
Consecutive Question Generation with Multitask Joint Reranking and Dynamic Rationale Search—0
All You May Need for VQA are Image Captions—0
MixQG: Neural Question Generation with Mixed Answer Types—0
TRUE: Re-evaluating Factual Consistency Evaluation—0
Data Augmentation for Biomedical Factoid Question Answering—0
Cooperative Self-training of Machine Reading Comprehension—0
QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization—0
V-Doc: Visual Questions Answers With Documents—0
An ASP-based Approach to Answering Natural Language Questions for Texts—0
Self-supervised clarification question generation for ambiguous multi-turn conversation—0
QAFactEval: Improved QA-Based Factual Consistency Evaluation for SummarizationCode1
ISEEQ: Information Seeking Question Generation using Dynamic Meta-Information Retrieval and Knowledge GraphsCode0
Question Answering Survey: Directions, Challenges, Datasets, Evaluation Matrices—0
Improving Controllability of Educational Question Generation by Keyword Provision—0
Temporal Question Generation from History Text—0
Learning to Generate Visual Questions with Noisy SupervisionCode0
Generating Usage-related Questions for Preference Elicitation in Conversational Recommender SystemsCode0
How to Build Robust FAQ Chatbot with Controllable Question Generator?—0
A Well-Composed Text is Half Done! Semantic Composition Sampling for Diverse Conditional Generation—0
QA Domain Adaptation using Data Augmentation and Contrastive Adaptation—0
Retrieval-guided Counterfactual Generation for QA—0
A Feasibility Study of Answer-Unaware Question Generation for Education—0
Unsupervised multiple-choice question generation for out-of-domain Q\&A fine-tuning—0
Entity-Conditioned Question Generation for Robust Attention Distribution in Neural Information Retrieval—0
Question Generation for Reading Comprehension Assessment by Modeling How and What to Ask—0
Words of Wisdom: Representational Harms in Learning From AI Communication—0
Calculating Question Similarity is Enough: A New Method for KBQA Tasks—0
Automated question generation and question answering from Turkish textsCode1
An AI-based Solution for Enhancing Delivery of Digital Learning for Future Teachers—0
ConQuest: Contextual Question Paraphrasing through Answer-Aware Synthetic Question Generation—0
Q^2: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering—0
Can Question Generation Debias Question Answering Models? A Case Study on Question–Context Lexical Overlap—0
Iterative GNN-based Decoder for Question GenerationCode0
Diversity and Consistency: Exploring Visual Question-Answer Pair Generation—0
AutoEQA: Auto-Encoding Questions for Extractive Question Answering—0
s2s-ft: Fine-Tuning Pretrained Transformer Encoders for Sequence-to-Sequence LearningCode0
Improving Non-autoregressive Generation with Mixup TrainingCode0
Open-domain clarification question generation without question examples—0
MTG: A Benchmarking Suite for Multilingual Text Generation—0
Cooperative Semi-Supervised Transfer Learning of Machine Reading Comprehension—0
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All datasetsSQuAD1.1COCO Visual Question Answering (VQA) real images 1.0 open endedGrailQA-CompositionalGrailQA-IIDGrailQA-Zero-ShotFairytaleQAWeiboPollsNatural QuestionsSQuADTriviaQAVisual Question Generation

Benchmark Results

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