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Visual Question Answering

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Showing 421–430 of 2177 papers

Title	Date	Tasks	Status	Hype
How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape Game	Mar 13, 2025	Multimodal ReasoningQuestion Answering	CodeCode Available	1
How Much Can CLIP Benefit Vision-and-Language Tasks?	Jul 13, 2021	Question AnsweringVision and Language Navigation	CodeCode Available	1
I2I: Initializing Adapters with Improvised Knowledge	Apr 4, 2023	Continual LearningQuestion Answering	CodeCode Available	1
Dynamic Language Binding in Relational Visual Reasoning	Apr 30, 2020	ObjectQuestion Answering	CodeCode Available	1
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning	Jul 22, 2024	BenchmarkingHallucination	CodeCode Available	1
MuKEA: Multimodal Knowledge Extraction and Accumulation for Knowledge-based Visual Question Answering	Mar 17, 2022	Implicit RelationsQuestion Answering	CodeCode Available	1
Hallucination Augmented Contrastive Learning for Multimodal Large Language Model	Dec 12, 2023	Contrastive LearningHallucination	CodeCode Available	1
Debiased Visual Question Answering from Feature and Sample Perspectives	Dec 1, 2021	Bias DetectionQuestion Answering	CodeCode Available	1
Hierarchical multimodal transformers for Multi-Page DocVQA	Dec 7, 2022	DecoderQuestion Answering	CodeCode Available	1
ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal Understanding	Aug 5, 2022	Image RetrievalQuestion Answering	CodeCode Available	1

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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