SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 2650 of 302 papers

TitleStatusHype
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language ModelsCode3
MuChoMusic: Evaluating Music Understanding in Multimodal Audio-Language ModelsCode3
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal ReasoningCode2
HumanOmniV2: From Understanding to Omni-Modal Reasoning with ContextCode2
HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented GenerationCode2
Embodied-R: Collaborative Framework for Activating Embodied Spatial Reasoning in Foundation Models via Reinforcement LearningCode2
Efficient Reasoning with Hidden ThinkingCode2
Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual DrawingCode2
The Jumping Reasoning Curve? Tracking the Evolution of Reasoning Performance in GPT-[n] and o-[n] Models on Multimodal PuzzlesCode2
OpenVLThinker: An Early Exploration to Complex Vision-Language Reasoning via Iterative Self-ImprovementCode2
FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal ReasoningCode2
Multimodal Analogical Reasoning over Knowledge GraphsCode2
Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert ReasonerCode2
MM-REACT: Prompting ChatGPT for Multimodal Reasoning and ActionCode2
Play to Generalize: Learning to Reason Through Game PlayCode2
CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular FusionCode2
DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual GroundingCode2
Measuring Multimodal Mathematical Reasoning with MATH-Vision DatasetCode2
Can Atomic Step Decomposition Enhance the Self-structured Reasoning of Multimodal Large Models?Code2
Neptune: The Long Orbit to Benchmarking Long Video UnderstandingCode2
Open CaptchaWorld: A Comprehensive Web-based Platform for Testing and Benchmarking Multimodal LLM AgentsCode2
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question AnsweringCode2
LLaVA-MORE: A Comparative Study of LLMs and Visual Backbones for Enhanced Visual Instruction TuningCode2
Code2Logic: Game-Code-Driven Data Synthesis for Enhancing VLMs General ReasoningCode2
Distill Visual Chart Reasoning Ability from LLMs to MLLMsCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4VAccuracy24Unverified
2Gemini ProAccuracy13.2Unverified
3LLaVa-1.5-13BAccuracy1.8Unverified
4LLaVa-1.5-7BAccuracy1.5Unverified
5BLIP2-FLAN-T5-XXLAccuracy0.9Unverified
6QWENAccuracy0.9Unverified
7CogVLMAccuracy0.9Unverified
8InstructBLIPAccuracy0.6Unverified
#ModelMetricClaimedVerifiedStatus
1GPT4VAccuracy22.76Unverified
2Gemini ProAccuracy17.66Unverified
3Qwen-VL-MaxAccuracy15.59Unverified
4InternLM-XComposer2-VLAccuracy14.54Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4Acc30.3Unverified