SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 1120 of 302 papers

TitleStatusHype
MM-Eureka: Exploring Visual Aha Moment with Rule-based Large-scale Reinforcement LearningCode4
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning ModelsCode4
R1-Onevision:An Open-Source Multimodal Large Language Model Capable of Deep ReasoningCode4
MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level SupervisionCode4
R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT ModelCode4
MiMo-VL Technical ReportCode4
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RLCode4
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal FormalizationCode4
Affordable AI Assistants with Knowledge Graph of ThoughtsCode3
Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language ModelsCode3
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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