SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 1–10 of 302 papers

TitleStatusHype
Emerging Properties in Unified Multimodal PretrainingCode9
Skywork-R1V3 Technical ReportCode7
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement LearningCode7
LLaVA-CoT: Let Vision Language Models Reason Step-by-StepCode7
Skywork R1V2: Multimodal Hybrid Reinforcement Learning for ReasoningCode7
Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-ThoughtCode7
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future FrontiersCode5
Kimi-VL Technical ReportCode5
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement LearningCode5
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language ModelsCode5
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4VAccuracy24—Unverified
2Gemini ProAccuracy13.2—Unverified
3LLaVa-1.5-13BAccuracy1.8—Unverified
4LLaVa-1.5-7BAccuracy1.5—Unverified
5BLIP2-FLAN-T5-XXLAccuracy0.9—Unverified
6QWENAccuracy0.9—Unverified
7CogVLMAccuracy0.9—Unverified
8InstructBLIPAccuracy0.6—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT4VAccuracy22.76—Unverified
2Gemini ProAccuracy17.66—Unverified
3Qwen-VL-MaxAccuracy15.59—Unverified
4InternLM-XComposer2-VLAccuracy14.54—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4Acc30.3—Unverified