SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 7180 of 302 papers

TitleStatusHype
A Multimodal Framework for the Detection of Hateful MemesCode1
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at ScaleCode1
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical ReasoningCode1
MERLOT: Multimodal Neural Script Knowledge ModelsCode1
Breaking the Data Barrier -- Building GUI Agents Through Task GeneralizationCode1
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency TrainingCode1
Boosting MLLM Reasoning with Text-Debiased Hint-GRPOCode1
All in an Aggregated Image for In-Image LearningCode1
Metis-RISE: RL Incentivizes and SFT Enhances Multimodal Reasoning Model LearningCode1
Beneath the Surface: Unveiling Harmful Memes with Multimodal Reasoning Distilled from Large Language ModelsCode1
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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