MIRAGE MMST and MMMT leaderboards
University of Illinois Urbana-Champaign (AIFARMS and Center for Digital Agriculture) with Amazon
Before trusting an AI system on a farming or food task you need a way to check it. Ranks models on single-turn and multi-turn agricultural consultation tasks using identification accuracy, reasoning quality and management recommendation metrics.
QUICK INFO
SOLUTION TYPE
Models, data & tools
TECHNOLOGY CATEGORY
Benchmarks & evaluations
AREA OF WORK
Research & scientific knowledge
ACCESS
Free
DEPLOYMENT
Cloud-hosted
SOURCE REVIEWED
August 17, 2026
What it helps with
- Compare models on farm consultation tasks
- Which model identifies crop problems better
- Rankings for multi turn farm advice
- Check management recommendation scores
- Leaderboard for farm vision language models
Scope & audience
WHO IT'S FOR
Scientist / researcher · Developer / AI builder
AREA OF WORK
Research & scientific knowledge
COMMODITY / SCOPE
Cross-commodity
Access & technical details
ACCESS
Anyone can get it
INTERFACE
Hosted leaderboard
DEPLOYMENT
Hosted by the publisher
LANGUAGES
Not stated by provider
Featured media
Source information
This listing was compiled from publicly available source material. Verify current details with the provider.
PROVIDER DOCUMENTATION
Reviewed August 2026
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