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.