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  3. Meta CRAG - Multimodal RAG Challenge 2025 (KDD Cup)
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Meta CRAG - Multimodal RAG Challenge 2025 (KDD Cup)

A research llm competition requiring roughly 40–100 hours for an end-to-end practice run.

Difficulty
Research
Estimated effort
40–100 hours
Registration deadline
To be confirmed
Compute
High compute
OverviewPreparationSource

Overview

Who this competition fits

Experienced ML researchers and engineers with strong backgrounds in multimodal systems, retrieval-augmented generation, and large language models. Ideal for those pushing the frontier of RAG with vision capabilities.

Read the original official blurb
Build multimodal RAG systems that can answer questions using text and images while minimizing hallucination. Part of the prestigious KDD Cup 2025.

Preparation

From registration to a first submission

  1. 01

    Python

  2. 02

    Large Language Models

  3. 03

    Retrieval-Augmented Generation

  4. 04

    Multimodal ML (vision + language)

  5. 05

    Information retrieval fundamentals

  6. 06

    Prompt engineering

Before you commit: Requires building end-to-end multimodal RAG pipelines that handle both text and image retrieval, cross-modal reasoning, and strict hallucination minimization. The KDD Cup competitive bar is extremely high.

Source

How this page was assembled

Competition information is structured from the official page. Scores are platform estimates for decision support; official rules take precedence.

Official competition page
AIcrowd
Last checked
Not recorded

Entry assessment

est.
10

Prepare before joining

Overall fit estimate

Beginner fit10/100
Learning value95/100

Confirm eligibility and time commitment before moving into formal preparation.

Entry eligibility needs official confirmation

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Data and review state

Separate what is confirmed from what still needs review. Official rules and deadlines win.

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Published on this site
Mar 14, 2026