SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 151160 of 302 papers

TitleStatusHype
MindGYM: Enhancing Vision-Language Models via Synthetic Self-Challenging Questions0
Mind with Eyes: from Language Reasoning to Multimodal Reasoning0
MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM0
Mitigating Object Hallucinations in Large Vision-Language Models via Attention Calibration0
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning0
Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency0
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency0
MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs0
MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models0
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking0
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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