SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 126–150 of 302 papers

TitleStatusHype
Do Vision-Language Pretrained Models Learn Composable Primitive Concepts?Code0
Do Vision-and-Language Transformers Learn Grounded Predicate-Noun Dependencies?Code0
Don't Buy it! Reassessing the Ad Understanding Abilities of Contrastive Multimodal ModelsCode0
M4U: Evaluating Multilingual Understanding and Reasoning for Large Multimodal ModelsCode0
DMRM: A Dual-channel Multi-hop Reasoning Model for Visual DialogCode0
Modal-specific Pseudo Query Generation for Video Corpus Moment RetrievalCode0
On the generalization capacity of neural networks during generic multimodal reasoningCode0
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language ModelsCode0
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document RetrievalCode0
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence CalibrationCode0
Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal ReasoningCode0
Measuring Vision-Language STEM Skills of Neural ModelsCode0
KGAlign: Joint Semantic-Structural Knowledge Encoding for Multimodal Fake News DetectionCode0
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated ImagesCode0
Socratic Models: Composing Zero-Shot Multimodal Reasoning with LanguageCode0
Infi-Med: Low-Resource Medical MLLMs with Robust Reasoning Evaluation—0
Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation—0
Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding—0
Improving Multi-Agent Debate with Sparse Communication Topology—0
CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base—0
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models—0
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning—0
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning—0
Hints of Prompt: Enhancing Visual Representation for Multimodal LLMs in Autonomous Driving—0
Show:102550
← PrevPage 6 of 13Next →
All datasetsREBUSMATH-VAlgoPuzzleVQA

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4VAccuracy24—Unverified
2Gemini ProAccuracy13.2—Unverified
3LLaVa-1.5-13BAccuracy1.8—Unverified
4LLaVa-1.5-7BAccuracy1.5—Unverified
5BLIP2-FLAN-T5-XXLAccuracy0.9—Unverified
6QWENAccuracy0.9—Unverified
7CogVLMAccuracy0.9—Unverified
8InstructBLIPAccuracy0.6—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT4VAccuracy22.76—Unverified
2Gemini ProAccuracy17.66—Unverified
3Qwen-VL-MaxAccuracy15.59—Unverified
4InternLM-XComposer2-VLAccuracy14.54—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4Acc30.3—Unverified