SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 302 papers

TitleStatusHype
Deep Learning and Machine Learning, Advancing Big Data Analytics and Management: Unveiling AI's Potential Through Tools, Techniques, and Applications—0
EgoPrune: Efficient Token Pruning for Egomotion Video Reasoning in Embodied Agent—0
Elicit and Enhance: Advancing Multimodal Reasoning in Medical Scenarios—0
Decoupling the Image Perception and Multimodal Reasoning for Reasoning Segmentation with Digital Twin Representations—0
DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models—0
Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models—0
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling—0
EnigmaEval: A Benchmark of Long Multimodal Reasoning Challenges—0
EVADE: Multimodal Benchmark for Evasive Content Detection in E-Commerce Applications—0
EVLM: Self-Reflective Multimodal Reasoning for Cross-Dimensional Visual Editing—0
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models—0
Exploring Advanced Techniques for Visual Question Answering: A Comprehensive Comparison—0
Exploring Failure Cases in Multimodal Reasoning About Physical Dynamics—0
Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning—0
Towards Holistic Disease Risk Prediction using Small Language Models—0
FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models—0
VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering—0
FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design—0
CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base—0
GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning—0
GeoGuess: Multimodal Reasoning based on Hierarchy of Visual Information in Street View—0
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning—0
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning—0
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning—0
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
Look Before You Leap: A GUI-Critic-R1 Model for Pre-Operative Error Diagnosis in GUI Automation—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