SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 141150 of 302 papers

TitleStatusHype
DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual GroundingCode2
MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification0
Will Pre-Training Ever End? A First Step Toward Next-Generation Foundation MLLMs via Self-Improving Systematic CognitionCode1
VERIFY: A Benchmark of Visual Explanation and Reasoning for Investigating Multimodal Reasoning Fidelity0
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data0
How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape GameCode1
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal FormalizationCode4
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning0
MindGYM: Enhancing Vision-Language Models via Synthetic Self-Challenging Questions0
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