SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 21–30 of 302 papers

TitleStatusHype
ChartGalaxy: A Dataset for Infographic Chart Understanding and GenerationCode3
Affordable AI Assistants with Knowledge Graph of ThoughtsCode3
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language ModelsCode3
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented GenerationCode3
Aguvis: Unified Pure Vision Agents for Autonomous GUI InteractionCode3
MuChoMusic: Evaluating Music Understanding in Multimodal Audio-Language ModelsCode3
Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language ModelsCode3
HumanOmniV2: From Understanding to Omni-Modal Reasoning with ContextCode2
Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual DrawingCode2
Play to Generalize: Learning to Reason Through Game PlayCode2
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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