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Question Answering

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Papers

ESGenius: Benchmarking LLMs on Environmental, Social, and Governance (ESG) and Sustainability Knowledge EMNLP 2025
RETAIL: Towards Real-world Travel Planning for Large Language Models EMNLP 2025
Do You Know About My Nation? Investigating Multilingual Language Models’ Cultural Literacy Through Factual Knowledge EMNLP 2025
OntologyRAG-Q: Resource Development and Benchmarking for Retrieval-Augmented Question Answering in Qur’anic Tafsir EMNLP 2025
TreeReview: A Dynamic Tree of Questions Framework for Deep and Efficient LLM-based Scientific Peer Review EMNLP 2025
PakBBQ: A Culturally Adapted Bias Benchmark for QA EMNLP 2025
RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs EMNLP 2025
Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation EMNLP 2025
FacLens: Transferable Probe for Foreseeing Non-Factuality in Fact-Seeking Question Answering of Large Language Models EMNLP 2025
TreeRare: Syntax Tree-Guided Retrieval and Reasoning for Knowledge-Intensive Question Answering EMNLP 2025
Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty EMNLP 2025
Efficient Context Selection for Long-Context QA: No Tuning, No Iteration, Just Adaptive‐k EMNLP 2025
What are Foundation Models Cooking in the Post-Soviet World? EMNLP 2025
Improving Context Fidelity via Native Retrieval-Augmented Reasoning EMNLP 2025
Reinforced Query Reasoners for Reasoning-intensive Retrieval Tasks EMNLP 2025
GRIT: Guided Relational Integration for Efficient Multi-Table Understanding EMNLP 2025
RPDR: A Round-trip Prediction-Based Data Augmentation Framework for Long-Tail Question Answering EMNLP 2025
Discrepancy Detection at the Data Level: Toward Consistent Multilingual Question Answering EMNLP 2025
FLARE: Faithful Logic-Aided Reasoning and Exploration EMNLP 2025
Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning EMNLP 2025
RAcQUEt: Unveiling the Dangers of Overlooked Referential Ambiguity in Visual LLMs EMNLP 2025
Identifying and Answering Questions with False Assumptions: An Interpretable Approach EMNLP 2025
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities EMNLP 2025
CMedCalc-Bench: A Fine-Grained Benchmark for Chinese Medical Calculations in LLM EMNLP 2025
QA-Noun: Representing Nominal Semantics via Natural Language Question-Answer Pairs IJCNLP 2025