Ref-Adv: Exploring MLLM Visual Reasoning in Referring Expression Tasks
Ref-Adv: Exploring MLLM Visual Reasoning in Referring Expression Tasks explores Ref-Adv enhances visual reasoning benchmarks by introducing challenging expressions and distractors to test multimodal LLMs beyond shortcuts.. Commercial viability score: 5/10 in MLLM Visual Reasoning.
BUILDER'S SANDBOX
Build This Paper
Use an AI coding agent to implement this research.
OpenAI CodexAI Agent
Lightweight coding agent in your terminal.
Claude CodeAI Agent
Agentic coding tool for terminal workflows.
AntiGravity IDEScaffolding
AI agent mindset installer and workflow scaffolder.
CursorIDE
AI-first code editor built on VS Code.
VS CodeIDE
Free, open-source editor by Microsoft.
Recommended Stack
Startup Essentials
Estimated $10K - $14K over 6-10 weeks.
See exactly what it costs to build this -- with 3 comparable funded startups.
7-day free trial. Cancel anytime.
Discover the researchers behind this paper and find similar experts.
7-day free trial. Cancel anytime.
Related Papers
- Builds On ThisVisual Reasoning Benchmark: Evaluating Multimodal LLMs on Classroom-Authentic Visual Problems from Primary EducationViability: 4.0
- Builds On ThisMentisOculi: Revealing the Limits of Reasoning with Mental ImageryViability: 2.0
- Builds On ThisReasoning over Video: Evaluating How MLLMs Extract, Integrate, and Reconstruct Spatiotemporal EvidenceViability: 4.0
- Higher ViabilityInterpretable Zero-shot Referring Expression Comprehension with Query-driven Scene GraphsViability: 7.0
- Higher ViabilityHidden Meanings in Plain Sight: RebusBench for Evaluating Cognitive Visual Reasoning