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Showing 201–210 of 2177 papers

Title	Date	Tasks	Status	Hype
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning	Mar 6, 2024	Multimodal ReasoningQuestion Answering	CodeCode Available	2
Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models	Mar 19, 2024	Instruction Followingvisual instruction following	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
Grounding-IQA: Multimodal Language Grounding Model for Image Quality Assessment	Nov 26, 2024	Image Quality AssessmentQuestion Answering	CodeCode Available	2
ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion Refinement	Apr 2, 2025	DecoderImage Generation	CodeCode Available	2
Enhancing Large Vision Language Models with Self-Training on Image Comprehension	May 30, 2024	Image ComprehensionVisual Question Answering	CodeCode Available	2
Imp: Highly Capable Large Multimodal Models for Mobile Devices	May 20, 2024	QuantizationVisual Question Answering	CodeCode Available	2
Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner	May 16, 2025	Cross-Modal RetrievalDiagnostic	CodeCode Available	2
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning	May 11, 2023	1 Image, 2*2 StitchingDiversity	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