Applications

Analyzing the Sensitivity of Vision Language Models in Visual Question Answering ACL 2025 Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering CVPR 2025 Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models EMNLP 2025 Can MLLMs Understand the Deep Implication Behind Chinese Images? ACL 2025 Can Multimodal Large Language Models Understand Spatial Relations? ACL 2025 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 ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts EMNLP 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 Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling ACL 2025 Explicitly Guided Difficulty-Controllable Visual Question Generation AAAI 2025 EyEar: Learning Audio Synchronized Human Gaze Trajectory Based on Physics-Informed Dynamics AAAI 2025 Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering ACL 2025 Few-shot Personalized Scanpath Prediction CVPR 2025 FlagEvalMM: A Flexible Framework for Comprehensive Multimodal Model Evaluation ACL 2025 FOR: Finetuning for Object Level Open Vocabulary Image Retrieval WACV 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