SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Showing 276300 of 302 papers

TitleStatusHype
Don't Buy it! Reassessing the Ad Understanding Abilities of Contrastive Multimodal ModelsCode0
USER-VLM 360: Personalized Vision Language Models with User-aware Tuning for Social Human-Robot InteractionsCode0
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document RetrievalCode0
Measuring Vision-Language STEM Skills of Neural ModelsCode0
Towards a Unified Multimodal Reasoning FrameworkCode0
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
SegSub: Evaluating Robustness to Knowledge Conflicts and Hallucinations in Vision-Language ModelsCode0
On the generalization capacity of neural networks during generic multimodal reasoningCode0
DMRM: A Dual-channel Multi-hop Reasoning Model for Visual DialogCode0
Controllable Contextualized Image Captioning: Directing the Visual Narrative through User-Defined HighlightsCode0
LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language ModelsCode0
Dual Attention Networks for Multimodal Reasoning and MatchingCode0
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence CalibrationCode0
SilVar: Speech Driven Multimodal Model for Reasoning Visual Question Answering and Object LocalizationCode0
UniT: Multimodal Multitask Learning with a Unified TransformerCode0
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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