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Showing 1771–1780 of 2177 papers

Title	Date	Tasks	Status	Hype
FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering	Dec 9, 2024	Knowledge DistillationQuestion Answering	CodeCode Available	0
Answer Questions with Right Image Regions: A Visual Attention Regularization Approach	Feb 3, 2021	Question AnsweringVisual Grounding	CodeCode Available	0
NeSyCoCo: A Neuro-Symbolic Concept Composer for Compositional Generalization	Dec 20, 2024	Compositional Generalization (AVG)Novel Concepts	CodeCode Available	0
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation	May 1, 2025	Question AnsweringSpecificity	CodeCode Available	0
X-GGM: Graph Generative Modeling for Out-of-Distribution Generalization in Visual Question Answering	Jul 24, 2021	AttributeOut-of-Distribution Generalization	CodeCode Available	0
Neural Module Networks	Nov 9, 2015	Visual Question AnsweringVisual Question Answering (VQA)	CodeCode Available	0
Unleashing the Potentials of Likelihood Composition for Multi-modal Language Models	Oct 1, 2024	Question AnsweringVisual Question Answering	CodeCode Available	0
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding	Oct 4, 2018	Question AnsweringRepresentation Learning	CodeCode Available	0
Answering Questions about Data Visualizations using Efficient Bimodal Fusion	Aug 5, 2019	Chart Question AnsweringOptical Character Recognition	CodeCode Available	0
Structured Attentions for Visual Question Answering	Aug 7, 2017	Visual Question AnsweringVisual Question Answering (VQA)	CodeCode Available	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