SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 5175 of 302 papers

TitleStatusHype
CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular FusionCode2
MM-REACT: Prompting ChatGPT for Multimodal Reasoning and ActionCode2
Multimodal Analogical Reasoning over Knowledge GraphsCode2
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question AnsweringCode2
Metis-RISE: RL Incentivizes and SFT Enhances Multimodal Reasoning Model LearningCode1
WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement LearningCode1
Learning Compact Vision Tokens for Efficient Large Multimodal ModelsCode1
MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal ReasoningCode1
Agent-X: Evaluating Deep Multimodal Reasoning in Vision-Centric Agentic TasksCode1
Advancing Multimodal Reasoning via Reinforcement Learning with Cold StartCode1
VidText: Towards Comprehensive Evaluation for Video Text UnderstandingCode1
Visual Abstract Thinking Empowers Multimodal ReasoningCode1
SATORI-R1: Incentivizing Multimodal Reasoning with Spatial Grounding and Verifiable RewardsCode1
ARB: A Comprehensive Arabic Multimodal Reasoning BenchmarkCode1
SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio InformationCode1
LogicOCR: Do Your Large Multimodal Models Excel at Logical Reasoning on Text-Rich Images?Code1
VideoMultiAgents: A Multi-Agent Framework for Video Question AnsweringCode1
Breaking the Data Barrier -- Building GUI Agents Through Task GeneralizationCode1
MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language ModelsCode1
Boosting MLLM Reasoning with Text-Debiased Hint-GRPOCode1
3MDBench: Medical Multimodal Multi-agent Dialogue BenchmarkCode1
MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific ResearchCode1
Will Pre-Training Ever End? A First Step Toward Next-Generation Foundation MLLMs via Self-Improving Systematic CognitionCode1
How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape GameCode1
Oasis: One Image is All You Need for Multimodal Instruction Data SynthesisCode1
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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