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Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 231–240 of 302 papers

Title	Date	Tasks	Status	Hype	Score
SlowFastVAD: Video Anomaly Detection via Integrating Simple Detector and RAG-Enhanced Vision-Language Model	Apr 14, 2025	Anomaly DetectionDomain Adaptation	—Unverified	0	0
Sound2Sight: Generating Visual Dynamics from Sound and Context	Jul 23, 2020	Multimodal ReasoningVideo Forecasting	—Unverified	0	0
SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning	Jun 2, 2025	Multimodal Reasoningreinforcement-learning	—Unverified	0	0
Stacked Latent Attention for Multimodal Reasoning	Jun 1, 2018	Image CaptioningMultimodal Reasoning	—Unverified	0	0
SToLa: Self-Adaptive Touch-Language Framework with Tactile Commonsense Reasoning in Open-Ended Scenarios	May 7, 2025	DiversityMixture-of-Experts	—Unverified	0	0
VL-GenRM: Enhancing Vision-Language Verification via Vision Experts and Iterative Training	Jun 16, 2025	HallucinationMultimodal Reasoning	—Unverified	0	0
Text Is MASS: Modeling as Stochastic Embedding for Text-Video Retrieval	Mar 26, 2024	Multimodal ReasoningRetrieval	—Unverified	0	0
AdaToken-3D: Dynamic Spatial Gating for Efficient 3D Large Multimodal-Models Reasoning	May 19, 2025	Multimodal ReasoningScene Understanding	—Unverified	0	0
The Synergy Dilemma of Long-CoT SFT and RL: Investigating Post-Training Techniques for Reasoning VLMs	Jul 10, 2025	Multimodal ReasoningReinforcement Learning (RL)	—Unverified	0	0
VLMGuard-R1: Proactive Safety Alignment for VLMs via Reasoning-Driven Prompt Optimization	Apr 17, 2025	Multimodal ReasoningSafety Alignment	—Unverified	0	0

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All datasets REBUS MATH-V AlgoPuzzleVQA

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GPT-4V	Accuracy	24	—	Unverified
2	Gemini Pro	Accuracy	13.2	—	Unverified
3	LLaVa-1.5-13B	Accuracy	1.8	—	Unverified
4	LLaVa-1.5-7B	Accuracy	1.5	—	Unverified
5	BLIP2-FLAN-T5-XXL	Accuracy	0.9	—	Unverified
6	QWEN	Accuracy	0.9	—	Unverified
7	CogVLM	Accuracy	0.9	—	Unverified
8	InstructBLIP	Accuracy	0.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT4V	Accuracy	22.76	—	Unverified
2	Gemini Pro	Accuracy	17.66	—	Unverified
3	Qwen-VL-Max	Accuracy	15.59	—	Unverified
4	InternLM-XComposer2-VL	Accuracy	14.54	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	Acc	30.3	—	Unverified