Prizes

We’re excited to offer both monetary prizes and academic exposure opportunities to recognize outstanding submissions to MMU-RAG.

💰 Prize Pool

Thanks to the support of Amazon, MMU-RAG offers a $10,000 prize pool in AWS credits. Prizes will be awarded to top-performing teams across both tracks.

  • Final prize breakdown across tracks and leaderboard categories (e.g., open-source vs. mixed systems) will be announced closer to the submission deadline.

  • All prize-winning teams will receive AWS credits for further research and development.

🎤 Present at NeurIPS

Top teams will also be invited to present their systems during the MMU-RAG competition session at NeurIPS 2025. This is a unique opportunity to share with the community!

  • Share your methodology and insights with the NeurIPS community
  • Gain academic visibility and feedback
  • Build connections with researchers and practitioners in retrieval-augmented generation and multimodal AI

🥇 Evaluation and Eligibility

Submissions will be ranked using:

  • Automatic metrics
  • LLM-as-a-judge evaluations
  • Real-time user feedback from our RAG-Arena

Prize eligibility requires:

  • Full system reproducibility
  • Clear documentation of all components, including retrieval pipelines, corpora, and generation methods

Refer to our submissions guidelines [link to submission guidelines] for more information.