SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 171180 of 302 papers

TitleStatusHype
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data0
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering0
TxT: Crossmodal End-to-End Learning with Transformers0
Look Before You Leap: A GUI-Critic-R1 Model for Pre-Operative Error Diagnosis in GUI Automation0
Chain-of-Focus: Adaptive Visual Search and Zooming for Multimodal Reasoning via RL0
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning0
Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning0
Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark0
MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering0
User-in-the-loop Evaluation of Multimodal LLMs for Activity Assistance0
Show:102550
← PrevPage 18 of 31Next →

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