SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 271280 of 302 papers

TitleStatusHype
CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base0
GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning0
GeoGuess: Multimodal Reasoning based on Hierarchy of Visual Information in Street View0
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning0
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning0
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning0
Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans0
Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine0
Hints of Prompt: Enhancing Visual Representation for Multimodal LLMs in Autonomous Driving0
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning0
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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