Applications

TUNA: Comprehensive Fine-grained Temporal Understanding Evaluation on Dense Dynamic Videos ACL 2025 Unveiling Differences: A Vision Encoder-Decoder Model for Difference Medical Visual Question Answering MIDL 2025 Value-Spectrum: Quantifying Preferences of Vision-Language Models via Value Decomposition in Social Media Contexts ACL 2025 VisTRA: Visual Tool-use Reasoning Analyzer for Small Object Visual Question Answering ACL 2025 Visual Question Answering on Scientific Charts Using Fine-Tuned Vision-Language Models ACL 2025 V-Oracle: Making Progressive Reasoning in Deciphering Oracle Bones for You and Me ACL 2025 VQAGuider: Guiding Multimodal Large Language Models to Answer Complex Video Questions ACL 2025 WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation EMNLP 2025 We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? ACL 2025 What You See is What You Ask: Evaluating Audio Descriptions EMNLP 2025 When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs EMNLP 2025 When Open-Vocabulary Visual Question Answering Meets Causal Adapter: Benchmark and Approach AAAI 2025 Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding ACL 2025 Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare NeurIPS 2024 An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal Models EMNLP 2024 A Robust Dual-debiasing VQA Model based on Counterfactual Causal Effect EMNLP 2024 BOK-VQA: Bilingual outside Knowledge-Based Visual Question Answering via Graph Representation Pretraining AAAI 2024 Bridging the Gap between 2D and 3D Visual Question Answering: A Fusion Approach for 3D VQA AAAI 2024 Can visual language models resolve textual ambiguity with visual cues? Let visual puns tell you! EMNLP 2024 CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes NeurIPS 2024 ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering EMNLP 2024 ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning ACL 2024 CommVQA: Situating Visual Question Answering in Communicative Contexts EMNLP 2024 Cracking the Code of Juxtaposition: Can AI Models Understand the Humorous Contradictions NeurIPS 2024 Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024