SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 302 papers

TitleStatusHype
EgoPrune: Efficient Token Pruning for Egomotion Video Reasoning in Embodied Agent—0
Revisiting Reliability in the Reasoning-based Pose Estimation Benchmark—0
The Synergy Dilemma of Long-CoT SFT and RL: Investigating Post-Training Techniques for Reasoning VLMs—0
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning—0
Perception-Aware Policy Optimization for Multimodal Reasoning—0
Skywork-R1V3 Technical ReportCode7
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling—0
DreamVLA: A Vision-Language-Action Model Dreamed with Comprehensive World KnowledgeCode3
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement LearningCode7
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future FrontiersCode5
APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy OptimizationCode0
HumanOmniV2: From Understanding to Omni-Modal Reasoning with ContextCode2
MultiFinRAG: An Optimized Multimodal Retrieval-Augmented Generation (RAG) Framework for Financial Question Answering—0
Adapting Vision-Language Models for Evaluating World Models—0
Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual TokensCode3
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning—0
GeoGuess: Multimodal Reasoning based on Hierarchy of Visual Information in Street View—0
MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering—0
PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning—0
RadFabric: Agentic AI System with Reasoning Capability for Radiology—0
Metis-RISE: RL Incentivizes and SFT Enhances Multimodal Reasoning Model LearningCode1
FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design—0
VL-GenRM: Enhancing Vision-Language Verification via Vision Experts and Iterative Training—0
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document RetrievalCode0
FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models—0
Optimus-3: Towards Generalist Multimodal Minecraft Agents with Scalable Task Experts—0
Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning—0
MMMG: A Massive, Multidisciplinary, Multi-Tier Generation Benchmark for Text-to-Image Reasoning—0
Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual DrawingCode2
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering—0
Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency—0
KokushiMD-10: Benchmark for Evaluating Large Language Models on Ten Japanese National Healthcare Licensing Examinations—0
WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement LearningCode1
Play to Generalize: Learning to Reason Through Game PlayCode2
Decoupling the Image Perception and Multimodal Reasoning for Reasoning Segmentation with Digital Twin Representations—0
Learning Compact Vision Tokens for Efficient Large Multimodal ModelsCode1
MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal ReasoningCode1
Look Before You Leap: A GUI-Critic-R1 Model for Pre-Operative Error Diagnosis in GUI Automation—0
MuSciClaims: Multimodal Scientific Claim Verification—0
MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos—0
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning—0
MiMo-VL Technical ReportCode4
RSVP: Reasoning Segmentation via Visual Prompting and Multi-modal Chain-of-Thought—0
SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning—0
GThinker: Towards General Multimodal Reasoning via Cue-Guided RethinkingCode0
MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM—0
Open CaptchaWorld: A Comprehensive Web-based Platform for Testing and Benchmarking Multimodal LLM AgentsCode2
Agent-X: Evaluating Deep Multimodal Reasoning in Vision-Centric Agentic TasksCode1
Preemptive Hallucination Reduction: An Input-Level Approach for Multimodal Language Model—0
Infi-Med: Low-Resource Medical MLLMs with Robust Reasoning Evaluation—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