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Question Answering

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Collaborative LLM Numerical Reasoning with Local Data Protection AAAI 2026
Tables Decoded: DELTA for Structure, TARQA for Understanding WACV 2026
MapVerse: A Benchmark for Geospatial Question Answering on Diverse Real-World Maps WACV 2026
FAST-EQA: Efficient Embodied Question Answering with Global and Local Region Relevancy WACV 2026
FALCONEye: Finding Answers and Localizing Content in ONE-hour-long videos with multi-modal LLMs WACV 2026
CLIP-UP: CLIP-Based Unanswerable Problem Detection for Visual Question Answering WACV 2026
MarineEval: Assessing the Marine Intelligence of Vision-Language Models WACV 2026
T2-RAGBench: Text-and-Table Benchmark for Evaluating Retrieval-Augmented Generation EACL 2026
Out of Style: RAG’s Fragility to Linguistic Variation EACL 2026
Respecting Temporal-Causal Consistency: Entity-Event Knowledge Graph for Retrieval-Augmented Generation EACL 2026
Knowledge Extraction on Semi-Structured Content: Does It Remain Relevant for Question Answering in the Era of LLMs? EACL 2026
Reasoning or Knowledge: Stratified Evaluation of Biomedical LLMs EACL 2026
What Breaks Knowledge Graph based RAG? Benchmarking and Empirical Insights into Reasoning under Incomplete Knowledge EACL 2026
Helios: A Foundational Language Model for Smart Energy Knowledge Reasoning and Application EACL 2026
Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA EACL 2026
Taxation Perspectives from Large Language Models: A Case Study on Additional Tax Penalties EACL 2026
Decomposition-Enhanced Training for Post-Hoc Attributions in Language Models EACL 2026
CoReTab: Improving Multimodal Table Understanding with Code-driven Reasoning EACL 2026
MAQuA: Multi-outcome Adaptive Question-Asking for Mental Health using Item Response Theory EACL 2026
Over-Searching in Search-Augmented Large Language Models EACL 2026
Generating Multi-Aspect Queries for Conversational Search EACL 2026
Korean Canonical Legal Benchmark: Toward Knowledge-Independent Evaluation of LLMs’ Legal Reasoning Capabilities EACL 2026
Task-Level Instructions Induction for Audio Question Answering from Few Examples EACL 2026
ClinicalTrialsHub: Bridging Registries and Literature for Comprehensive Clinical Trial Access EACL 2026
CMID: Towards Medical Visual Question Answering via Contrastive Mutual Information Decoding AAAI 2026