Triple

T1620556
Position Surface form Disambiguated ID Type / Status
Subject Agricultural Marketing Service E35020 entity
Predicate hasPart P35 FINISHED
Object Specialty Crops Program
The Specialty Crops Program is a division of the USDA that supports the marketing, competitiveness, and economic viability of fruits, vegetables, tree nuts, and other non-commodity crops through grants, research, and industry services.
E182368 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Specialty Crops Program | Statement: [Agricultural Marketing Service, hasPart, Specialty Crops Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Specialty Crops Program
Context triple: [Agricultural Marketing Service, hasPart, Specialty Crops Program]
  • A. National Programs in Crop Production and Protection
    National Programs in Crop Production and Protection are coordinated U.S. Agricultural Research Service initiatives that develop and apply scientific advances to improve crop yields, resilience, and protection from pests, diseases, and environmental stresses.
  • B. UC Agriculture and Natural Resources
    UC Agriculture and Natural Resources is a division of the University of California system that conducts research, education, and outreach on agriculture, natural resources, and community development across the state.
  • C. Organic Agriculture Research and Extension Initiative
    The Organic Agriculture Research and Extension Initiative is a U.S. federal grant program that funds research, education, and outreach to improve and expand organic farming systems.
  • D. National Institute of Food and Agriculture
    The National Institute of Food and Agriculture is a U.S. federal agency that funds and supports research, education, and extension programs to advance agriculture, food systems, and related sciences.
  • E. United States Department of Agriculture Farm Production and Conservation mission area
    The United States Department of Agriculture Farm Production and Conservation mission area is a USDA division focused on supporting farmers, ranchers, and landowners through programs that promote agricultural production, risk management, and conservation of natural resources.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Specialty Crops Program
Triple: [Agricultural Marketing Service, hasPart, Specialty Crops Program]
Generated description
The Specialty Crops Program is a division of the USDA that supports the marketing, competitiveness, and economic viability of fruits, vegetables, tree nuts, and other non-commodity crops through grants, research, and industry services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Specialty Crops Program
Target entity description: The Specialty Crops Program is a division of the USDA that supports the marketing, competitiveness, and economic viability of fruits, vegetables, tree nuts, and other non-commodity crops through grants, research, and industry services.
  • A. National Programs in Crop Production and Protection
    National Programs in Crop Production and Protection are coordinated U.S. Agricultural Research Service initiatives that develop and apply scientific advances to improve crop yields, resilience, and protection from pests, diseases, and environmental stresses.
  • B. UC Agriculture and Natural Resources
    UC Agriculture and Natural Resources is a division of the University of California system that conducts research, education, and outreach on agriculture, natural resources, and community development across the state.
  • C. Organic Agriculture Research and Extension Initiative
    The Organic Agriculture Research and Extension Initiative is a U.S. federal grant program that funds research, education, and outreach to improve and expand organic farming systems.
  • D. National Institute of Food and Agriculture
    The National Institute of Food and Agriculture is a U.S. federal agency that funds and supports research, education, and extension programs to advance agriculture, food systems, and related sciences.
  • E. United States Department of Agriculture Farm Production and Conservation mission area
    The United States Department of Agriculture Farm Production and Conservation mission area is a USDA division focused on supporting farmers, ranchers, and landowners through programs that promote agricultural production, risk management, and conservation of natural resources.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69a886023194819080a3fccd6e325d0e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a909b0738c8190b073e0ccec5e217d completed March 5, 2026, 4:42 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad51d2cbb481908bc74cecdc023547 completed March 8, 2026, 10:39 a.m.
NEDg Description generation batch_69ad5277c64481909ffe991fd4579d0d completed March 8, 2026, 10:41 a.m.
NED2 Entity disambiguation (via description) batch_69ad52f8dda48190969a31b85b1d5134 completed March 8, 2026, 10:44 a.m.
Created at: March 4, 2026, 7:28 p.m.