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 326350 of 664 papers

TitleStatusHype
Diversity and Consistency: Exploring Visual Question-Answer Pair Generation0
Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages?0
Does Synthetic Data Make Large Language Models More Efficient?0
Domain Specific Automatic Question Generation from Text0
DORB: Dynamically Optimizing Multiple Rewards with Bandits0
Easy-to-Hard: Leveraging Simple Questions for Complex Question Generation0
ECLAIR: Enhanced Clarification for Interactive Responses0
PCQPR: Proactive Conversational Question Planning with Reflection0
PIE-QG: Paraphrased Information Extraction for Unsupervised Question Generation from Small Corpora0
Practical and Ethical Challenges of Large Language Models in Education: A Systematic Scoping Review0
Pre-training Language Models for Comparative Reasoning0
Pre-Training With Scientific Text Improves Educational Question Generation0
Probabilistic Prototype Model for Serendipitous Property Mining0
ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions0
ProKnow: Process Knowledge for Safety Constrained and Explainable Question Generation for Mental Health Diagnostic Assistance0
Prompt-Engineering and Transformer-based Question Generation and Evaluation0
Prompting Large Language Models with Chain-of-Thought for Few-Shot Knowledge Base Question Generation0
Pseudo Ambiguous and Clarifying Questions Based on Sentence Structures Toward Clarifying Question Answering System0
Putting the Horse before the Cart: A Generator-Evaluator Framework for Question Generation from Text0
Q^2: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering0
QA Domain Adaptation using Data Augmentation and Contrastive Adaptation0
QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization0
QA Is the New KR: Question-Answer Pairs as Knowledge Bases0
QANA: LLM-based Question Generation and Network Analysis for Zero-shot Key Point Analysis and Beyond0
QAScore -- An Unsupervised Unreferenced Metric for the Question Generation Evaluation0
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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