SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 231–240 of 302 papers

TitleStatusHype
Position: Empowering Time Series Reasoning with Multimodal LLMs—0
Preemptive Hallucination Reduction: An Input-Level Approach for Multimodal Language Model—0
Premise-based Multimodal Reasoning: Conditional Inference on Joint Textual and Visual Clues—0
Progressive Multimodal Reasoning via Active Retrieval—0
Proof of Thought : Neurosymbolic Program Synthesis allows Robust and Interpretable Reasoning—0
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging—0
An X-Ray Is Worth 15 Features: Sparse Autoencoders for Interpretable Radiology Report Generation—0
Q-Heart: ECG Question Answering via Knowledge-Informed Multimodal LLMs—0
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning—0
Question Aware Vision Transformer for Multimodal Reasoning—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