Papers Question Generation
“Question Generation” 태그가 달린 논문 773편 · 필터 해제
Knowledge-aware Visual Question Generation for Remote Sensing Images
With the rapid development of remote sensing image archives, asking questions about images has become an effective way of gathering specific information or performing image retrieval. However, automatically generated ima…
Question GenerationQuestion AnsweringImage CaptioningImage RetrievalBanglaSummEval: Reference-Free Factual Consistency Evaluation for Bangla Summarization
Evaluating factual consistency is essential for reliable text summarization, particularly in high-stakes domains such as healthcare and news. However, most existing evaluation metrics overlook Bangla, a widely spoken yet…
Question GenerationText SummarizationQuestion AnsweringLiveNewsBench: Evaluating LLM Web Search Capabilities with Freshly Curated News
Large Language Models (LLMs) with agentic web search capabilities show strong potential for tasks requiring real-time information access and complex fact retrieval, yet evaluating such systems remains challenging. We int…
Question GenerationCognitively Diverse Multiple-Choice Question Generation: A Hybrid Multi-Agent Framework with Large Language Models
Recent advances in large language models (LLMs) have made automated multiple-choice question (MCQ) generation increasingly feasible; however, reliably producing items that satisfy controlled cognitive demands remains a c…
Reading ComprehensionQuestion GenerationCoDiQ: Test-Time Scaling for Controllable Difficult Question Generation
Large Reasoning Models (LRMs) benefit substantially from training on challenging competition-level questions. However, existing automated question synthesis methods lack precise difficulty control, incur high computation…
Question GenerationAutomating Forecasting Question Generation and Resolution for AI Evaluation
Forecasting future events is highly valuable in decision-making and is a robust measure of general intelligence. As forecasting is probabilistic, developing and evaluating AI forecasters requires generating large numbers…
Question GenerationClarify or Answer: Reinforcement Learning for Agentic VQA with Context Under-specification
Real-world visual question answering (VQA) is often context-dependent: an image-question pair may be under-specified, such that the correct answer depends on external information that is not observable in the image. In s…
Visual Question AnsweringReinforcement LearningQuestion GenerationReflecting in the Reflection: Integrating a Socratic Questioning Framework into Automated AI-Based Question Generation
Designing good reflection questions is pedagogically important but time-consuming and unevenly supported across teachers. This paper introduces a reflection-in-reflection framework for automated generation of reflection …
Question GenerationBeyond Static Question Banks: Dynamic Knowledge Expansion via LLM-Automated Graph Construction and Adaptive Generation
Personalized education systems increasingly rely on structured knowledge representations to support adaptive learning and question generation. However, existing approaches face two fundamental limitations. First, constru…
Question GenerationKnowledge GraphsErrEval: Error-Aware Evaluation for Question Generation through Explicit Diagnostics
Automatic Question Generation (QG) often produces outputs with critical defects, such as factual hallucinations and answer mismatches. However, existing evaluation methods, including LLM-based evaluators, mainly adopt a …
Question GenerationHallucination-Free Automatic Question & Answer Generation for Intuitive Learning
Hallucinations in large language models (LLMs), defined as fluent yet incorrect or incoherent outputs, pose a significant challenge to the automatic generation of educational multiple-choice questions (MCQs). We identifi…
Question GenerationAnswer GenerationFinForge: Semi-Synthetic Financial Benchmark Generation
Evaluating Language Models (LMs) in specialized, high-stakes domains such as finance remains a significant challenge due to the scarcity of open, high-quality, and domain-specific datasets. Existing general-purpose bench…
Question GenerationMemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards
Maintaining consistency in long-term dialogues remains a fundamental challenge for LLMs, as standard retrieval mechanisms often fail to capture the temporal evolution of historical states. While memory-augmented framewor…
Reinforcement LearningQuestion GenerationLarge Language Models Are Bad Dice Players: LLMs Struggle to Generate Random Numbers from Statistical Distributions
As large language models (LLMs) transition from chat interfaces to integral components of stochastic pipelines and systems approaching general intelligence, the ability to faithfully sample from specified probability dis…
Question GenerationAutomatic Question Generation for Intuitive Learning Utilizing Causal Graph Guided Chain of Thought Reasoning
Intuitive learning is crucial for developing deep conceptual understanding, especially in STEM education, where students often struggle with abstract and interconnected concepts. Automatic question generation has become …
Question GenerationAlthea: Human-AI Collaboration for Fact-Checking and Critical Reasoning
The web's information ecosystem demands fact-checking systems that are both scalable and epistemically trustworthy. Automated approaches offer efficiency but often lack transparency, while human verification remains slow…
Question GenerationA Large-Language-Model Framework for Automated Humanitarian Situation Reporting
Timely and accurate situational reports are essential for humanitarian decision-making, yet current workflows remain largely manual, resource intensive, and inconsistent. We present a fully automated framework that uses …
Question GenerationText ClusteringSubjective Question Generation and Answer Evaluation using NLP
Natural Language Processing (NLP) is one of the most revolutionary technologies today. It uses artificial intelligence to understand human text and spoken words. It is used for text summarization, grammar checking, senti…
Question GenerationText SummarizationSentiment AnalysisEvaluating the Capability of Video Question Generation for Expert Knowledge Elicitation
Skilled human interviewers can extract valuable information from experts. This raises a fundamental question: what makes some questions more effective than others? To address this, a quantitative evaluation of question-g…
Video Question AnsweringQuestion GenerationGenerate-Then-Validate: A Novel Question Generation Approach Using Small Language Models
We explore the use of small language models (SLMs) for automatic question generation as a complement to the prevalent use of their large counterparts in learning analytics research. We present a novel question generation…
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