SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–275 of 302 papers

TitleStatusHype
EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models—0
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
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization—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
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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