SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 221230 of 302 papers

TitleStatusHype
ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning0
Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought0
Optimizing Vision-Language Interactions Through Decoder-Only Models0
Optimus-3: Towards Generalist Multimodal Minecraft Agents with Scalable Task Experts0
Overview of the NLPCC 2025 Shared Task 4: Multi-modal, Multilingual, and Multi-hop Medical Instructional Video Question Answering Challenge0
Perception-Aware Policy Optimization for Multimodal Reasoning0
PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning0
Personality-aware Human-centric Multimodal Reasoning: A New Task, Dataset and Baselines0
POEM: Interactive Prompt Optimization for Enhancing Multimodal Reasoning of Large Language Models0
Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning0
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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