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Showing 191–200 of 2177 papers

Title	Date	Tasks	Status	Hype
List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs	Apr 25, 2024	Visual GroundingVisual Question Answering	CodeCode Available	2
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model	Mar 6, 2025	General KnowledgeImage Captioning	CodeCode Available	2
JourneyDB: A Benchmark for Generative Image Understanding	Jul 3, 2023	Image CaptioningImage Comprehension	CodeCode Available	2
Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement	May 24, 2024	HallucinationImage Comprehension	CodeCode Available	2
Large Continual Instruction Assistant	Oct 8, 2024	Question AnsweringSemantic Similarity	CodeCode Available	2
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning	May 11, 2023	1 Image, 2*2 StitchingDiversity	CodeCode Available	2
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning	Mar 6, 2024	Multimodal ReasoningQuestion Answering	CodeCode Available	2
Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference Optimization	Feb 18, 2025	Image RetrievalQuestion Answering	CodeCode Available	2
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios	Mar 7, 2024	Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA)	CodeCode Available	2
VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis	Mar 29, 2024	HallucinationImage Captioning	CodeCode Available	2

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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