SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 151160 of 302 papers

TitleStatusHype
SAM-R1: Leveraging SAM for Reward Feedback in Multimodal Segmentation via Reinforcement Learning0
MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs0
Agentic 3D Scene Generation with Spatially Contextualized VLMs0
Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning0
DreamPRM: Domain-Reweighted Process Reward Model for Multimodal Reasoning0
Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval0
ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning0
Don't Look Only Once: Towards Multimodal Interactive Reasoning with Selective Visual Revisitation0
MMMG: a Comprehensive and Reliable Evaluation Suite for Multitask Multimodal Generation0
EVADE: Multimodal Benchmark for Evasive Content Detection in E-Commerce Applications0
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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