SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 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
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling—0
Skywork-R1V3 Technical ReportCode7
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
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All datasetsREBUSMATH-VAlgoPuzzleVQA

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT4VAccuracy22.76—Unverified
2Gemini ProAccuracy17.66—Unverified
3Qwen-VL-MaxAccuracy15.59—Unverified
4InternLM-XComposer2-VLAccuracy14.54—Unverified