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 376400 of 664 papers

TitleStatusHype
K-VQG: Knowledge-aware Visual Question Generation for Common-sense Acquisition0
IndicNLG Benchmark: Multilingual Datasets for Diverse NLG Tasks in Indic Languages0
On the Evaluation of Answer-Agnostic Paragraph-level Multi-Question GenerationCode0
Question Generation for Evaluating Cross-Dataset Shifts in Multi-modal Grounding0
Unified Question Generation with Continual Lifelong Learning0
Improving Biomedical Information Retrieval with Neural Retrievers0
Data Augmentation for Biomedical Factoid Question Answering0
Cooperative Self-training of Machine Reading Comprehension0
TRUE: Re-evaluating Factual Consistency Evaluation0
MixQG: Neural Question Generation with Mixed Answer Types0
Meta-CQG: A Meta-Learning Framework for Complex Question Generation over Knowledge Graph0
Consecutive Question Generation with Multitask Joint Reranking and Dynamic Rationale Search0
JEFF - Just Another EFFicient Reading Comprehension Test Generation0
QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization0
All You May Need for VQA are Image Captions0
V-Doc: Visual Questions Answers With Documents0
An ASP-based Approach to Answering Natural Language Questions for Texts0
Self-supervised clarification question generation for ambiguous multi-turn conversation0
ISEEQ: Information Seeking Question Generation using Dynamic Meta-Information Retrieval and Knowledge Graphs0
Question Answering Survey: Directions, Challenges, Datasets, Evaluation Matrices0
Improving Controllability of Educational Question Generation by Keyword Provision0
Learning to Generate Visual Questions with Noisy SupervisionCode0
Temporal Question Generation from History Text0
Generating Usage-related Questions for Preference Elicitation in Conversational Recommender SystemsCode0
How to Build Robust FAQ Chatbot with Controllable Question Generator?0
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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