Visual Question Answering

Challenging Multimodal LLMs with African Standardized Exams: A Document VQA Evaluation ACL 2025 ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs’ Capability via Chart Editing ACL 2025 Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025 CPIQA: Climate Paper Image Question Answering Dataset for Retrieval-Augmented Generation with Context-based Query Expansion ACL 2025 Defeasible Visual Entailment: Benchmark, Evaluator, and Reward-Driven Optimization AAAI 2025 Deploying Tiny LVLM Judges for Real-World Evaluation of Chart Models: Lessons Learned and Best Practices EMNLP 2025 DiMo-GUI: Advancing Test-time Scaling in GUI Grounding via Modality-Aware Visual Reasoning EMNLP 2025 Embodied Scene Understanding for Vision Language Models via MetaVQA CVPR 2025 Explicitly Guided Difficulty-Controllable Visual Question Generation AAAI 2025 EyEar: Learning Audio Synchronized Human Gaze Trajectory Based on Physics-Informed Dynamics AAAI 2025 Few-shot Personalized Scanpath Prediction CVPR 2025 Generating Spatial Knowledge Graphs from Automotive Diagrams for Question Answering EMNLP 2025 Instruction-tuned QwenChart for Chart Question Answering ACL 2025 KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts EMNLP 2025 Language Repository for Long Video Understanding ACL 2025 Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understanding CVPR 2025 MemeQA: Holistic Evaluation for Meme Understanding ACL 2025 Memory-QA: Answering Recall Questions Based on Multimodal Memories EMNLP 2025 Momentum Pseudo-Labeling for Weakly Supervised Phrase Grounding AAAI 2025 MovieCORE: COgnitive REasoning in Movies EMNLP 2025 MTVQA: Benchmarking Multilingual Text-Centric Visual Question Answering ACL 2025 Multi-Granular Multimodal Clue Fusion for Meme Understanding AAAI 2025 NLKI: A Lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks EMNLP 2025 Notes-guided MLLM Reasoning: Enhancing MLLM with Knowledge and Visual Notes for Visual Question Answering CVPR 2025 One More Modality: Does Abstract Meaning Representation Benefit Visual Question Answering? EMNLP 2025