SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 281290 of 302 papers

TitleStatusHype
APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy OptimizationCode0
VEglue: Testing Visual Entailment Systems via Object-Aligned Joint ErasingCode0
Socratic Models: Composing Zero-Shot Multimodal Reasoning with LanguageCode0
Socratic Questioning: Learn to Self-guide Multimodal Reasoning in the WildCode0
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated ImagesCode0
KGAlign: Joint Semantic-Structural Knowledge Encoding for Multimodal Fake News DetectionCode0
Modal-specific Pseudo Query Generation for Video Corpus Moment RetrievalCode0
Do Vision-and-Language Transformers Learn Grounded Predicate-Noun Dependencies?Code0
Do Vision-Language Pretrained Models Learn Composable Primitive Concepts?Code0
Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal ReasoningCode0
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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