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 526550 of 664 papers

TitleStatusHype
Open-domain clarification question generation without question examples0
P^3LM: Probabilistically Permuted Prophet Language Modeling for Generative Pre-Training0
Paired Examples as Indirect Supervision in Latent Decision Models0
PALM: Pre-training an Autoencoding\&Autoregressive Language Model for Context-conditioned Generation0
PaRaDe: Passage Ranking using Demonstrations with Large Language Models0
ParaQG: A System for Generating Questions and Answers from Paragraphs0
KG-QAGen: A Knowledge-Graph-Based Framework for Systematic Question Generation and Long-Context LLM EvaluationCode0
AutoQGS: Auto-Prompt for Low-Resource Knowledge-based Question Generation from SPARQLCode0
Asking It All: Generating Contextualized Questions for any Semantic RoleCode0
Enhancing the Learning Experience: Using Vision-Language Models to Generate Questions for Educational VideosCode0
Keeping Notes: Conditional Natural Language Generation with a Scratchpad MechanismCode0
Automatic Opinion Question GenerationCode0
Engage the Public: Poll Question Generation for Social Media PostsCode0
Cross-Lingual Training for Automatic Question GenerationCode0
Iterative GNN-based Decoder for Question GenerationCode0
End-to-End Video Question-Answer Generation with Generator-Pretester NetworkCode0
Improving Socratic Question Generation using Data Augmentation and Preference OptimizationCode0
Context Selection and Rewriting for Video-based Educational Question GenerationCode0
CONSISTENT: Open-Ended Question Generation From News ArticlesCode0
Improving Reading Comprehension Question Generation with Data Augmentation and Overgenerate-and-rankCode0
Learning Natural Language Generation with Truncated Reinforcement LearningCode0
Sequential Copying NetworksCode0
Efficient Medical Question Answering with Knowledge-Augmented Question GenerationCode0
Improving Non-autoregressive Generation with Mixup TrainingCode0
SGSH: Stimulate Large Language Models with Skeleton Heuristics for Knowledge Base Question GenerationCode0
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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