SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–225 of 302 papers

TitleStatusHype
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
All-in-one: Understanding and Generation in Multimodal Reasoning with the MAIA Benchmark—0
Agentic Multimodal AI for Hyperpersonalized B2B and B2C Advertising in Competitive Markets: An AI-Driven Competitive Advertising Framework—0
Agentic 3D Scene Generation with Spatially Contextualized VLMs—0
RadFabric: Agentic AI System with Reasoning Capability for Radiology—0
R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation—0
Reducing the Vision and Language Bias for Temporal Sentence Grounding—0
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models—0
A Generative Framework for Bidirectional Image-Report Understanding in Chest Radiography—0
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning—0
Revisiting Reliability in the Reasoning-based Pose Estimation Benchmark—0
RoboCodeX: Multimodal Code Generation for Robotic Behavior Synthesis—0
RSVP: Reasoning Segmentation via Visual Prompting and Multi-modal Chain-of-Thought—0
VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge—0
SAM-R1: Leveraging SAM for Reward Feedback in Multimodal Segmentation via Reinforcement Learning—0
VisualQuest: A Diverse Image Dataset for Evaluating Visual Recognition in LLMs—0
Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning—0
Seed1.5-VL Technical Report—0
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework—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