SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 126–150 of 302 papers

TitleStatusHype
Infi-Med: Low-Resource Medical MLLMs with Robust Reasoning Evaluation—0
GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning—0
FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design—0
Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans—0
User-in-the-loop Evaluation of Multimodal LLMs for Activity Assistance—0
FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models—0
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning—0
Mind with Eyes: from Language Reasoning to Multimodal Reasoning—0
Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning—0
Exploring Failure Cases in Multimodal Reasoning About Physical Dynamics—0
Closed-Loop Open-Vocabulary Mobile Manipulation with GPT-4V—0
Exploring Advanced Techniques for Visual Question Answering: A Comprehensive Comparison—0
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models—0
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data—0
EVLM: Self-Reflective Multimodal Reasoning for Cross-Dimensional Visual Editing—0
EVADE: Multimodal Benchmark for Evasive Content Detection in E-Commerce Applications—0
EnigmaEval: A Benchmark of Long Multimodal Reasoning Challenges—0
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering—0
An X-Ray Is Worth 15 Features: Sparse Autoencoders for Interpretable Radiology Report Generation—0
MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM—0
Chain-of-Focus: Adaptive Visual Search and Zooming for Multimodal Reasoning via RL—0
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling—0
Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark—0
Advancing Conversational Diagnostic AI with Multimodal Reasoning—0
Elicit and Enhance: Advancing Multimodal Reasoning in Medical Scenarios—0
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All datasetsREBUSMATH-VAlgoPuzzleVQA

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4VAccuracy24—Unverified
2Gemini ProAccuracy13.2—Unverified
3LLaVa-1.5-13BAccuracy1.8—Unverified
4LLaVa-1.5-7BAccuracy1.5—Unverified
5BLIP2-FLAN-T5-XXLAccuracy0.9—Unverified
6QWENAccuracy0.9—Unverified
7CogVLMAccuracy0.9—Unverified
8InstructBLIPAccuracy0.6—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT4VAccuracy22.76—Unverified
2Gemini ProAccuracy17.66—Unverified
3Qwen-VL-MaxAccuracy15.59—Unverified
4InternLM-XComposer2-VLAccuracy14.54—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4Acc30.3—Unverified