ER (Ensemble Refinement)
Microsoft Research
Language models can give shaky answers on farm exam style questions, and you want more confidence. This is a prompting method that asks a model several times and refines its answers, described in a study and usable online.
QUICK INFO
SOLUTION TYPE
Models, data & tools
TECHNOLOGY CATEGORY
Datasets & corpora
AREA OF WORK
Extension, advisory & education
ACCESS
Free
DEPLOYMENT
Cloud-hosted
SOURCE REVIEWED
August 17, 2026
What it helps with
- Why does a model give shaky farm answers
- Improve model answers on agronomy exam questions
- Prompting method for farm question answering
- Ask a model several times and refine
- Get steadier answers on soil questions
- Try a farm question answering method online
Scope & audience
WHO IT'S FOR
Extension & educator · Scientist / researcher
AREA OF WORK
Extension, advisory & education
COMMODITY / SCOPE
Soil & agronomy
Access & technical details
ACCESS
Anyone can get it
INTERFACE
Hosted web app
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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