SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 302 papers

TitleStatusHype
Learning Compact Vision Tokens for Efficient Large Multimodal ModelsCode1
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical ReasoningCode1
MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal ReasoningCode1
MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought VerificationCode1
MERLOT: Multimodal Neural Script Knowledge ModelsCode1
Fine-Grained Visual EntailmentCode1
MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language ModelsCode1
Oasis: One Image is All You Need for Multimodal Instruction Data SynthesisCode1
Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation—0
Improving Multi-Agent Debate with Sparse Communication Topology—0
CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base—0
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models—0
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning—0
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning—0
Hints of Prompt: Enhancing Visual Representation for Multimodal LLMs in Autonomous Driving—0
Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine—0
Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence—0
Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought—0
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning—0
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning—0
GeoGuess: Multimodal Reasoning based on Hierarchy of Visual Information in Street View—0
COSINT-Agent: A Knowledge-Driven Multimodal Agent for Chinese Open Source Intelligence—0
Mitigating Object Hallucinations in Large Vision-Language Models via Attention Calibration—0
Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding—0
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning—0
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