| Evaluating Multimodal Representations on Visual Semantic Textual Similarity | Apr 4, 2020 | BenchmarkingImage Captioning | CodeCode Available | 1 | 5 |
| Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation | Jan 6, 2025 | Language Model EvaluationLanguage Modeling | CodeCode Available | 1 | 5 |
| CLIP-Guided Vision-Language Pre-training for Question Answering in 3D Scenes | Apr 12, 2023 | Question AnsweringVisual Question Answering | CodeCode Available | 1 | 5 |
| ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding | Oct 12, 2022 | document-image-classificationDocument Image Classification | CodeCode Available | 1 | 5 |
| Fine-Grained Evaluation of Large Vision-Language Models in Autonomous Driving | Mar 27, 2025 | AttributeAutonomous Driving | CodeCode Available | 1 | 5 |
| Localized Questions in Medical Visual Question Answering | Jul 3, 2023 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| MapQA: A Dataset for Question Answering on Choropleth Maps | Nov 15, 2022 | ArticlesQuestion Answering | CodeCode Available | 1 | 5 |
| Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression | May 22, 2025 | HallucinationImage Description | CodeCode Available | 1 | 5 |
| CLEVR-X: A Visual Reasoning Dataset for Natural Language Explanations | Apr 5, 2022 | Explanation GenerationQuestion Answering | CodeCode Available | 1 | 5 |
| CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning | Aug 10, 2022 | MathMathematical Reasoning | CodeCode Available | 1 | 5 |
| LIME: Less Is More for MLLM Evaluation | Sep 10, 2024 | Image CaptioningQuestion Answering | CodeCode Available | 1 | 5 |
| Genixer: Empowering Multimodal Large Language Models as a Powerful Data Generator | Dec 11, 2023 | Image CaptioningQuestion Answering | CodeCode Available | 1 | 5 |
| Less is More: A Simple yet Effective Token Reduction Method for Efficient Multi-modal LLMs | Sep 17, 2024 | Question AnsweringToken Reduction | CodeCode Available | 1 | 5 |
| Linearly Mapping from Image to Text Space | Sep 30, 2022 | Image CaptioningImage to text | CodeCode Available | 1 | 5 |
| CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language Transformers | May 27, 2023 | Image CaptioningImage Retrieval | CodeCode Available | 1 | 5 |
| CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning | Dec 20, 2016 | DiagnosticQuestion Answering | CodeCode Available | 1 | 5 |
| An Approach to Solving the Abstraction and Reasoning Corpus (ARC) Challenge | Jun 6, 2023 | ARCQuestion Answering | CodeCode Available | 1 | 5 |
| Comprehensive Visual Question Answering on Point Clouds through Compositional Scene Manipulation | Dec 22, 2021 | Common Sense ReasoningQuestion Answering | CodeCode Available | 1 | 5 |
| MixPHM: Redundancy-Aware Parameter-Efficient Tuning for Low-Resource Visual Question Answering | Mar 2, 2023 | Mixture-of-ExpertsQuestion Answering | CodeCode Available | 1 | 5 |
| EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images | Oct 28, 2023 | Decision MakingMedical Visual Question Answering | CodeCode Available | 1 | 5 |
| Cross-modal Information Flow in Multimodal Large Language Models | Nov 27, 2024 | Question AnsweringVisual Question Answering | CodeCode Available | 1 | 5 |
| Learning to Contrast the Counterfactual Samples for Robust Visual Question Answering | Nov 1, 2020 | Contrastive Learningcounterfactual | CodeCode Available | 1 | 5 |
| BackdoorMBTI: A Backdoor Learning Multimodal Benchmark Tool Kit for Backdoor Defense Evaluation | Nov 17, 2024 | Action Recognitionbackdoor defense | CodeCode Available | 1 | 5 |
| Learning to Answer Visual Questions from Web Videos | May 10, 2022 | Dataset GenerationQuestion Answering | CodeCode Available | 1 | 5 |
| Learning to Discretely Compose Reasoning Module Networks for Video Captioning | Jul 17, 2020 | DecoderQuestion Answering | CodeCode Available | 1 | 5 |
