SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 221230 of 302 papers

TitleStatusHype
SAM-R1: Leveraging SAM for Reward Feedback in Multimodal Segmentation via Reinforcement Learning0
VisualQuest: A Diverse Image Dataset for Evaluating Visual Recognition in LLMs0
Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning0
Seed1.5-VL Technical Report0
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework0
Shakti-VLMs: Scalable Vision-Language Models for Enterprise AI0
VisualSphinx: Large-Scale Synthetic Vision Logic Puzzles for RL0
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning0
Advancing Conversational Diagnostic AI with Multimodal Reasoning0
Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning0
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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