SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 110 of 302 papers

TitleStatusHype
EgoPrune: Efficient Token Pruning for Egomotion Video Reasoning in Embodied Agent0
Revisiting Reliability in the Reasoning-based Pose Estimation Benchmark0
The Synergy Dilemma of Long-CoT SFT and RL: Investigating Post-Training Techniques for Reasoning VLMs0
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning0
Perception-Aware Policy Optimization for Multimodal Reasoning0
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling0
Skywork-R1V3 Technical ReportCode7
DreamVLA: A Vision-Language-Action Model Dreamed with Comprehensive World KnowledgeCode3
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement LearningCode7
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future FrontiersCode5
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4VAccuracy24Unverified
2Gemini ProAccuracy13.2Unverified
3LLaVa-1.5-13BAccuracy1.8Unverified
4LLaVa-1.5-7BAccuracy1.5Unverified
5BLIP2-FLAN-T5-XXLAccuracy0.9Unverified
6QWENAccuracy0.9Unverified
7CogVLMAccuracy0.9Unverified
8InstructBLIPAccuracy0.6Unverified
#ModelMetricClaimedVerifiedStatus
1GPT4VAccuracy22.76Unverified
2Gemini ProAccuracy17.66Unverified
3Qwen-VL-MaxAccuracy15.59Unverified
4InternLM-XComposer2-VLAccuracy14.54Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4Acc30.3Unverified