SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 2130 of 302 papers

TitleStatusHype
Metis-RISE: RL Incentivizes and SFT Enhances Multimodal Reasoning Model LearningCode1
FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design0
VL-GenRM: Enhancing Vision-Language Verification via Vision Experts and Iterative Training0
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document RetrievalCode0
FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models0
Optimus-3: Towards Generalist Multimodal Minecraft Agents with Scalable Task Experts0
Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning0
MMMG: A Massive, Multidisciplinary, Multi-Tier Generation Benchmark for Text-to-Image Reasoning0
Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual DrawingCode2
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering0
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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