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Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 126–150 of 302 papers

TitleStatusHype
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