SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–175 of 302 papers

TitleStatusHype
Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans—0
Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine—0
Hints of Prompt: Enhancing Visual Representation for Multimodal LLMs in Autonomous Driving—0
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning—0
Training-Free Personalization via Retrieval and Reasoning on Fingerprints—0
Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence—0
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models—0
Improving Multi-Agent Debate with Sparse Communication Topology—0
Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding—0
Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation—0
Infi-Med: Low-Resource Medical MLLMs with Robust Reasoning Evaluation—0
Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models—0
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning—0
Integrating Chain-of-Thought for Multimodal Alignment: A Study on 3D Vision-Language Learning—0
COSINT-Agent: A Knowledge-Driven Multimodal Agent for Chinese Open Source Intelligence—0
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables—0
KokushiMD-10: Benchmark for Evaluating Large Language Models on Ten Japanese National Healthcare Licensing Examinations—0
Training-Free Reasoning and Reflection in MLLMs—0
Learning from Inside: Self-driven Siamese Sampling and Reasoning for Video Question Answering—0
Learning to Ground VLMs without Forgetting—0
Leveraging Retrieval-Augmented Tags for Large Vision-Language Understanding in Complex Scenes—0
Closed-Loop Open-Vocabulary Mobile Manipulation with GPT-4V—0
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data—0
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering—0
TxT: Crossmodal End-to-End Learning with Transformers—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