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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language: en
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+ license: apache-2.0
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+ pipeline_tag: text-classification
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+ library_name: transformers
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+ tags:
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+ - agriculture
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+ - agronomy
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+ - query-classification
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+ - farming
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+ - corn
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+ - soybeans
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+ - rag
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+ - routing
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+ ---
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+
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+ # Cornbelt AI Agronomy Query Router (MiniLM)
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+ ## Overview
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+ The **Cornbelt AI Agronomy Query Router** is a lightweight classification model designed to analyze farmer queries and determine how they should be processed by an agricultural AI assistant.
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+ The model acts as a **routing layer** for a Retrieval-Augmented Generation (RAG) system by identifying:
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+ - whether a query is agriculture-related
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+ - which crop the query concerns
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+ - agronomic topic categories
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+ - whether additional context such as weather or location may be required
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+ This allows an AI system to efficiently determine which knowledge sources and tools should be used to answer the question.
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+ The model was trained using **MiniLM**, a compact transformer architecture optimized for fast inference.
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+ ---
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+
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+ ## Intended Use
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+ This model is intended to support agronomy-focused AI systems by performing **query understanding and routing** before deeper reasoning or retrieval occurs.
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+ Example use cases include:
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+ - agronomy chat assistants
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+ - agricultural decision support systems
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+ - RAG pipelines for extension publications
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+ - crop management advisory tools
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+ - agronomy knowledge search systems
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+
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+ Typical pipeline usage: