SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 302 papers

TitleStatusHype
Revisiting Reliability in the Reasoning-based Pose Estimation Benchmark—0
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
GThinker: Towards General Multimodal Reasoning via Cue-Guided RethinkingCode0
APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy OptimizationCode0
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document RetrievalCode0
Understanding the Role of LLMs in Multimodal Evaluation BenchmarksCode0
DMRM: A Dual-channel Multi-hop Reasoning Model for Visual DialogCode0
USER-VLM 360: Personalized Vision Language Models with User-aware Tuning for Social Human-Robot InteractionsCode0
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference OptimizationCode0
Measuring Vision-Language STEM Skills of Neural ModelsCode0
SegSub: Evaluating Robustness to Knowledge Conflicts and Hallucinations in Vision-Language ModelsCode0
FiVL: A Framework for Improved Vision-Language AlignmentCode0
VEglue: Testing Visual Entailment Systems via Object-Aligned Joint ErasingCode0
Modal-specific Pseudo Query Generation for Video Corpus Moment RetrievalCode0
Towards a Unified Multimodal Reasoning FrameworkCode0
SilVar: Speech Driven Multimodal Model for Reasoning Visual Question Answering and Object LocalizationCode0
MindGYM: Enhancing Vision-Language Models via Synthetic Self-Challenging QuestionsCode0
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated ImagesCode0
KGAlign: Joint Semantic-Structural Knowledge Encoding for Multimodal Fake News DetectionCode0
On the generalization capacity of neural networks during generic multimodal reasoningCode0
Don't Buy it! Reassessing the Ad Understanding Abilities of Contrastive Multimodal ModelsCode0
MM-MATH: Advancing Multimodal Math Evaluation with Process Evaluation and Fine-grained ClassificationCode0
Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal ReasoningCode0
Dual Attention Networks for Multimodal Reasoning and MatchingCode0
Do Vision-and-Language Transformers Learn Grounded Predicate-Noun Dependencies?Code0
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence CalibrationCode0
Controllable Contextualized Image Captioning: Directing the Visual Narrative through User-Defined HighlightsCode0
LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language ModelsCode0
Do Vision-Language Pretrained Models Learn Composable Primitive Concepts?Code0
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
Visual Goal-Step Inference using wikiHowCode0
Socratic Models: Composing Zero-Shot Multimodal Reasoning with LanguageCode0
UniT: Multimodal Multitask Learning with a Unified TransformerCode0
Apollo: Zero-shot MultiModal Reasoning with Multiple ExpertsCode0
Socratic Questioning: Learn to Self-guide Multimodal Reasoning in the WildCode0
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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