View PDF ↗
PDF Viewer
Open Full PDF

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K 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.

References (45)

[1]
Active Video Perception: Iterative Evidence Seeking for Agentic Long Video Understanding
2025Ziyang Wang, Honglu Zhou et al.
[2]
Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning
2025Ziyang Wang, Jaehong Yoon et al.
[3]
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
2025Gheorghe Comanici, Eric Bieber et al.
[4]
GenerationPrograms: Fine-grained Attribution with Executable Programs
2025David Wan, Eran Hirsch et al.
[5]
Benchmarking Retrieval-Augmented Multimomal Generation for Document Question Answering
2025Kuicai Dong, Yujing Chang et al.
[6]
MCiteBench: A Multimodal Benchmark for Generating Text with Citations
2025Caiyu Hu, Yikai Zhang et al.
[7]
WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs
2025Jack Hong, Shilin Yan et al.
[8]
MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation
2025Qinhan Yu, Zhiyou Xiao et al.
[9]
Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos
2025Kairui Hu, Penghao Wu et al.
[10]
TimeRefine: Temporal Grounding with Time Refining Video LLM
2024Xizi Wang, Feng Cheng et al.
[11]
Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models
2024Haibo Wang, Zhiyang Xu et al.
[12]
LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-context QA
2024Jiajie Zhang, Yushi Bai et al.
[13]
CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation
2024I-Hung Hsu, Zifeng Wang et al.
[14]
VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos
2024Ziyang Wang, Shoubin Yu et al.
[15]
MoReVQA: Exploring Modular Reasoning Models for Video Question Answering
2024Juhong Min, S. Buch et al.
[16]
Long-form factuality in large language models
2024Jerry Wei, Chengrun Yang et al.
[17]
Attribute First, then Generate: Locally-attributable Grounded Text Generation
2024Aviv Slobodkin, Eran Hirsch et al.
[18]
VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding
2024Ahmad Mahmood, Ashmal Vayani et al.
[19]
VideoAgent: Long-form Video Understanding with Large Language Model as Agent
2024Xiaohan Wang, Yuhui Zhang et al.
[20]
TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding
2023Shuhuai Ren, Linli Yao et al.

Showing 20 of 45 references

Founder's Pitch

"MuRGAt provides a benchmark and automatic evaluation tool for verifying multimodal reasoning and attribution in AI models."

Multimodal AIScore: 6View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

4/4 signals

10

Series A Potential

1/4 signals

2.5

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 2/12/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.