SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 2130 of 302 papers

TitleStatusHype
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented GenerationCode3
ChartGalaxy: A Dataset for Infographic Chart Understanding and GenerationCode3
Aguvis: Unified Pure Vision Agents for Autonomous GUI InteractionCode3
Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language ModelsCode3
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language ModelsCode3
MuChoMusic: Evaluating Music Understanding in Multimodal Audio-Language ModelsCode3
DreamVLA: A Vision-Language-Action Model Dreamed with Comprehensive World KnowledgeCode3
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal ReasoningCode2
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
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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