SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 151160 of 302 papers

TitleStatusHype
Oasis: One Image is All You Need for Multimodal Instruction Data SynthesisCode1
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RLCode4
MM-Eureka: Exploring Visual Aha Moment with Rule-based Large-scale Reinforcement LearningCode4
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language ModelsCode5
Can Atomic Step Decomposition Enhance the Self-structured Reasoning of Multimodal Large Models?Code2
Integrating Chain-of-Thought for Multimodal Alignment: A Study on 3D Vision-Language Learning0
R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT ModelCode4
Question-Aware Gaussian Experts for Audio-Visual Question AnsweringCode1
COSINT-Agent: A Knowledge-Driven Multimodal Agent for Chinese Open Source Intelligence0
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language ModelsCode3
Show:102550
← PrevPage 16 of 31Next →

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