SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–275 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
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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