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Question Answering

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FACT5: A Novel Benchmark and Pipeline for Nuanced Fact-Checking of Complex Statements ACL 2025
CultureSynth: A Hierarchical Taxonomy-Guided and Retrieval-Augmented Framework for Cultural Question-Answer Synthesis EMNLP 2025
Towards Multi-Document Question Answering in Scientific Literature: Pipeline, Dataset, and Evaluation EMNLP 2025
Debating for Better Reasoning in Vision-Language Models EMNLP 2025
Tree-of-Quote Prompting Improves Factuality and Attribution in Multi-Hop and Medical Reasoning EMNLP 2025
RASTeR: Robust, Agentic, and Structured Temporal Reasoning IJCNLP 2025
AURA-QG: Automated Unsupervised Replicable Assessment for Question Generation IJCNLP 2025
QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025
INTERCHART: Benchmarking Visual Reasoning Across Decomposed and Distributed Chart Information IJCNLP 2025
KERLQA: Knowledge-Enhanced Reinforcement Learning for Question Answering in Low-resource Languages IJCNLP 2025
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering ACL 2025
Topology-of-Question-Decomposition: Enhancing Large Language Models with Information Retrieval for Knowledge-Intensive Tasks COLING 2025
Social Bias in Popular Question-Answering Benchmarks IJCNLP 2025
Fine-grained Confidence Estimation for Spurious Correctness Detection in Large Language Models IJCNLP 2025
Chinese SimpleQA: A Chinese Factuality Evaluation for Large Language Models ACL 2025
Generate but Verify: Answering with Faithfulness in RAG-based Question Answering IJCNLP 2025
Chain of Functions: A Programmatic Pipeline for Fine-Grained Chart Reasoning Data Generation IJCNLP 2025
SConU: Selective Conformal Uncertainty in Large Language Models ACL 2025
Automatic Multiple-Choice Question Generation and Evaluation Systems Based on LLM: A Study Case With University Resolutions COLING 2025
RGR-KBQA: Generating Logical Forms for Question Answering Using Knowledge-Graph-Enhanced Large Language Model COLING 2025
How Much Do LLMs Hallucinate across Languages? On Realistic Multilingual Estimation of LLM Hallucination EMNLP 2025
Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-Reasoning ACL 2025
SCRIBE: Structured Chain Reasoning for Interactive Behaviour Explanations using Tool Calling EMNLP 2025
XLQA: A Benchmark for Locale-Aware Multilingual Open-Domain Question Answering EMNLP 2025
Optimizing Question Semantic Space for Dynamic Retrieval-Augmented Multi-hop Question Answering ACL 2025