SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 91100 of 302 papers

TitleStatusHype
LogicOCR: Do Your Large Multimodal Models Excel at Logical Reasoning on Text-Rich Images?Code1
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging0
Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans0
Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert ReasonerCode2
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning0
Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning0
Seed1.5-VL Technical Report0
Overview of the NLPCC 2025 Shared Task 4: Multi-modal, Multilingual, and Multi-hop Medical Instructional Video Question Answering Challenge0
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning ModelsCode4
Q-Heart: ECG Question Answering via Knowledge-Informed Multimodal LLMs0
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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