Question Answering

ART: Attention Replacement Technique to Improve Factuality in LLMs ACL 2026 Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models EMNLP 2025 ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts EMNLP 2025 Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling ACL 2025 Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering ACL 2025 FlagEvalMM: A Flexible Framework for Comprehensive Multimodal Model Evaluation ACL 2025 Learning Sparsity for Effective and Efficient Music Performance Question Answering ACL 2025 Leveraging Large Models to Evaluate Novel Content: A Case Study on Advertisement Creativity EMNLP 2025 Teaching Large Language Models to Regress Accurate Image Quality Scores Using Score Distribution CVPR 2025 TUNA: Comprehensive Fine-grained Temporal Understanding Evaluation on Dense Dynamic Videos ACL 2025 Value-Spectrum: Quantifying Preferences of Vision-Language Models via Value Decomposition in Social Media Contexts ACL 2025 When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs EMNLP 2025 Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare NeurIPS 2024 Can visual language models resolve textual ambiguity with visual cues? Let visual puns tell you! EMNLP 2024 ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning ACL 2024 Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024 DeVAn: Dense Video Annotation for Video-Language Models ACL 2024 FoodieQA: A Multimodal Dataset for Fine-Grained Understanding of Chinese Food Culture EMNLP 2024 GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generation CVPR 2024 GRAM: Global Reasoning for Multi-Page VQA CVPR 2024 Learning Musical Representations for Music Performance Question Answering EMNLP 2024 MISTI: Metadata-Informed Scientific Text and Image Representation through Contrastive Learning ACL 2024 Monkey: Image Resolution and Text Label Are Important Things for Large Multi-modal Models CVPR 2024 Object-Aware Adaptive-Positivity Learning for Audio-Visual Question Answering AAAI 2024 Prometheus-Vision: Vision-Language Model as a Judge for Fine-Grained Evaluation ACL 2024