Triple

T17269052
Position Surface form Disambiguated ID Type / Status
Subject Foreign Market Development Program E419203 entity
Predicate relatedProgram P37 FINISHED
Object Technical Assistance for Specialty Crops program
The Technical Assistance for Specialty Crops program is a U.S. Department of Agriculture initiative that helps U.S. producers overcome sanitary, phytosanitary, and technical trade barriers to exporting fruits, vegetables, nuts, and other specialty crops.
E1260463 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: Technical Assistance for Specialty Crops program | Statement: [Foreign Market Development Program, relatedProgram, Technical Assistance for Specialty Crops program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Technical Assistance for Specialty Crops program
Context triple: [Foreign Market Development Program, relatedProgram, Technical Assistance for Specialty Crops program]
  • A. 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.
  • B. 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.
  • C. Master Gardener program
    The Master Gardener program is a volunteer training and certification initiative that educates community members in horticulture so they can assist with public gardening education and outreach.
  • D. International Programs in Agriculture (Purdue University)
    International Programs in Agriculture at Purdue University is a specialized unit that advances the College of Agriculture’s global engagement through international research, education, and outreach initiatives.
  • E. EQIP High Tunnel Initiative
    The EQIP High Tunnel Initiative is a USDA conservation program component that helps farmers install high tunnels to extend growing seasons, improve plant and soil health, and reduce environmental impacts.
  • 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: Technical Assistance for Specialty Crops program
Triple: [Foreign Market Development Program, relatedProgram, Technical Assistance for Specialty Crops program]
Generated description
The Technical Assistance for Specialty Crops program is a U.S. Department of Agriculture initiative that helps U.S. producers overcome sanitary, phytosanitary, and technical trade barriers to exporting fruits, vegetables, nuts, and other specialty crops.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Technical Assistance for Specialty Crops program
Target entity description: The Technical Assistance for Specialty Crops program is a U.S. Department of Agriculture initiative that helps U.S. producers overcome sanitary, phytosanitary, and technical trade barriers to exporting fruits, vegetables, nuts, and other specialty crops.
  • A. 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.
  • B. 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.
  • C. Master Gardener program
    The Master Gardener program is a volunteer training and certification initiative that educates community members in horticulture so they can assist with public gardening education and outreach.
  • D. International Programs in Agriculture (Purdue University)
    International Programs in Agriculture at Purdue University is a specialized unit that advances the College of Agriculture’s global engagement through international research, education, and outreach initiatives.
  • E. EQIP High Tunnel Initiative
    The EQIP High Tunnel Initiative is a USDA conservation program component that helps farmers install high tunnels to extend growing seasons, improve plant and soil health, and reduce environmental impacts.
  • 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_69d886da626481908a14ce7830329a35 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e42f4803b48190894b3bb9a4970602 completed April 19, 2026, 1:26 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0179482a348190a00dd3cd5076431e completed May 11, 2026, 6:38 a.m.
NEDg Description generation batch_6a017b6a0ee48190860c4f981003d32e completed May 11, 2026, 6:47 a.m.
NED2 Entity disambiguation (via description) batch_6a017c3925d081908819faa6b1790bd5 completed May 11, 2026, 6:50 a.m.
Created at: April 10, 2026, 5:40 a.m.