SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 302 papers

TitleStatusHype
RoboCodeX: Multimodal Code Generation for Robotic Behavior Synthesis—0
RSVP: Reasoning Segmentation via Visual Prompting and Multi-modal Chain-of-Thought—0
VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge—0
SAM-R1: Leveraging SAM for Reward Feedback in Multimodal Segmentation via Reinforcement Learning—0
VisualQuest: A Diverse Image Dataset for Evaluating Visual Recognition in LLMs—0
Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning—0
Seed1.5-VL Technical Report—0
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework—0
Shakti-VLMs: Scalable Vision-Language Models for Enterprise AI—0
VisualSphinx: Large-Scale Synthetic Vision Logic Puzzles for RL—0
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning—0
Advancing Conversational Diagnostic AI with Multimodal Reasoning—0
Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning—0
SlowFastVAD: Video Anomaly Detection via Integrating Simple Detector and RAG-Enhanced Vision-Language Model—0
Sound2Sight: Generating Visual Dynamics from Sound and Context—0
SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning—0
Stacked Latent Attention for Multimodal Reasoning—0
SToLa: Self-Adaptive Touch-Language Framework with Tactile Commonsense Reasoning in Open-Ended Scenarios—0
VL-GenRM: Enhancing Vision-Language Verification via Vision Experts and Iterative Training—0
GThinker: Towards General Multimodal Reasoning via Cue-Guided RethinkingCode0
Visual Goal-Step Inference using wikiHowCode0
M4U: Evaluating Multilingual Understanding and Reasoning for Large Multimodal ModelsCode0
FiVL: A Framework for Improved Vision-Language AlignmentCode0
Apollo: Zero-shot MultiModal Reasoning with Multiple ExpertsCode0
Understanding the Role of LLMs in Multimodal Evaluation BenchmarksCode0
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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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