SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 302 papers

TitleStatusHype
Shifting More Attention to Visual Backbone: Query-modulated Refinement Networks for End-to-End Visual GroundingCode1
Fine-Grained Visual EntailmentCode1
PACS: A Dataset for Physical Audiovisual CommonSense ReasoningCode1
WebQA: Multihop and Multimodal QACode1
Towers of Babel: Combining Images, Language, and 3D Geometry for Learning Multimodal VisionCode1
MERLOT: Multimodal Neural Script Knowledge ModelsCode1
A Multimodal Framework for the Detection of Hateful MemesCode1
e-SNLI-VE: Corrected Visual-Textual Entailment with Natural Language ExplanationsCode1
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
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling—0
Perception-Aware Policy Optimization for Multimodal Reasoning—0
APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy OptimizationCode0
MultiFinRAG: An Optimized Multimodal Retrieval-Augmented Generation (RAG) Framework for Financial Question Answering—0
Adapting Vision-Language Models for Evaluating World Models—0
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
RadFabric: Agentic AI System with Reasoning Capability for Radiology—0
PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning—0
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
MMMG: A Massive, Multidisciplinary, Multi-Tier Generation Benchmark for Text-to-Image Reasoning—0
FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models—0
Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning—0
Optimus-3: Towards Generalist Multimodal Minecraft Agents with Scalable Task Experts—0
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
Decoupling the Image Perception and Multimodal Reasoning for Reasoning Segmentation with Digital Twin Representations—0
Look Before You Leap: A GUI-Critic-R1 Model for Pre-Operative Error Diagnosis in GUI Automation—0
MuSciClaims: Multimodal Scientific Claim Verification—0
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning—0
RSVP: Reasoning Segmentation via Visual Prompting and Multi-modal Chain-of-Thought—0
MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos—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
Infi-Med: Low-Resource Medical MLLMs with Robust Reasoning Evaluation—0
Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought—0
Preemptive Hallucination Reduction: An Input-Level Approach for Multimodal Language Model—0
GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning—0
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence CalibrationCode0
Elicit and Enhance: Advancing Multimodal Reasoning in Medical Scenarios—0
VisualSphinx: Large-Scale Synthetic Vision Logic Puzzles for RL—0
Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models—0
SAM-R1: Leveraging SAM for Reward Feedback in Multimodal Segmentation via Reinforcement Learning—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