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Title	Date	Tasks	Status	Hype
Cross-Lingual Text-Rich Visual Comprehension: An Information Theory Perspective	Dec 23, 2024	Question AnsweringVisual Question Answering	CodeCode Available	0
FFA Sora, video generation as fundus fluorescein angiography simulator	Dec 23, 2024	Privacy PreservingQuestion Answering	—Unverified	0
Survey of Large Multimodal Model Datasets, Application Categories and Taxonomy	Dec 23, 2024	Image CaptioningQuestion Answering	—Unverified	0
Prompting Large Language Models with Rationale Heuristics for Knowledge-based Visual Question Answering	Dec 22, 2024	Question AnsweringVisual Question Answering	—Unverified	0
SilVar: Speech Driven Multimodal Model for Reasoning Visual Question Answering and Object Localization	Dec 21, 2024	Image CaptioningMultimodal Reasoning	CodeCode Available	0
NeSyCoCo: A Neuro-Symbolic Concept Composer for Compositional Generalization	Dec 20, 2024	Compositional Generalization (AVG)Novel Concepts	CodeCode Available	0
FedPIA -- Permuting and Integrating Adapters leveraging Wasserstein Barycenters for Finetuning Foundation Models in Multi-Modal Federated Learning	Dec 19, 2024	Federated Learningparameter-efficient fine-tuning	—Unverified	0
Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models	Dec 19, 2024	Autonomous DrivingImage Captioning	CodeCode Available	0
Consistency of Compositional Generalization across Multiple Levels	Dec 18, 2024	Meta-LearningQuestion Answering	CodeCode Available	0
A Concept-Centric Approach to Multi-Modality Learning	Dec 18, 2024	Image-text matchingQuestion Answering	—Unverified	0

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All datasets MM-Vet ViP-Bench VQA v2 test-dev BenchLMM MMBench V*bench VQA v2 val MSRVTT-QA VQA v2 test-std MMHal-Bench MSVD-QA PlotQA-D1

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MMCTAgent (GPT-4 + GPT-4V)	GPT-4 score	74.24	—	Unverified
2	Qwen2-VL-72B	GPT-4 score	74	—	Unverified
3	InternVL2.5-78B	GPT-4 score	72.3	—	Unverified
4	GPT-4o +text rationale +IoT	GPT-4 score	72.2	—	Unverified
5	Lyra-Pro	GPT-4 score	71.4	—	Unverified
6	GLM-4V-Plus	GPT-4 score	71.1	—	Unverified
7	Phantom-7B	GPT-4 score	70.8	—	Unverified
8	InternVL2.5-38B	GPT-4 score	68.8	—	Unverified
9	InternVL2-26B (SGP, token ratio 64%)	GPT-4 score	65.6	—	Unverified
10	Baichuan-Omni (7B)	GPT-4 score	65.4	—	Unverified