Triple
T1071764
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | National Institute of Food and Agriculture |
E23343
|
entity |
| Predicate | operatesProgram |
P1688
|
FINISHED |
| Object |
Beginning Farmer and Rancher Development Program
The Beginning Farmer and Rancher Development Program is a U.S. federal grant initiative that provides education, training, and technical assistance to help new and aspiring farmers and ranchers establish and sustain successful agricultural operations.
|
E23841
|
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: Beginning Farmer and Rancher Development Program | Statement: [National Institute of Food and Agriculture, operatesProgram, Beginning Farmer and Rancher Development Program]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Beginning Farmer and Rancher Development Program Context triple: [National Institute of Food and Agriculture, operatesProgram, Beginning Farmer and Rancher Development 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.
Lifelong Learning for Farmers
Lifelong Learning for Farmers is an educational initiative that provides farmers with continuous access to knowledge, skills, and information and communication technologies to improve their livelihoods and agricultural practices.
-
C.
National Programs in Natural Resources and Sustainable Agricultural Systems
National Programs in Natural Resources and Sustainable Agricultural Systems is a U.S. Agricultural Research Service research portfolio focused on conserving natural resources and advancing sustainable agricultural production systems.
-
D.
center for rural reconstruction experiments
The center for rural reconstruction experiments at Sevagram Ashram was a Gandhian hub for testing and demonstrating practical methods of village upliftment, self-sufficiency, and social reform in rural India.
-
E.
United States federal farm programs
United States federal farm programs are government initiatives that provide financial support, risk management, and regulatory frameworks to stabilize agricultural markets, support farm incomes, and ensure a reliable food supply.
- 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: Beginning Farmer and Rancher Development Program Triple: [National Institute of Food and Agriculture, operatesProgram, Beginning Farmer and Rancher Development Program]
Generated description
The Beginning Farmer and Rancher Development Program is a U.S. federal grant initiative that provides education, training, and technical assistance to help new and aspiring farmers and ranchers establish and sustain successful agricultural operations.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Beginning Farmer and Rancher Development Program Target entity description: The Beginning Farmer and Rancher Development Program is a U.S. federal grant initiative that provides education, training, and technical assistance to help new and aspiring farmers and ranchers establish and sustain successful agricultural operations.
-
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.
Lifelong Learning for Farmers
Lifelong Learning for Farmers is an educational initiative that provides farmers with continuous access to knowledge, skills, and information and communication technologies to improve their livelihoods and agricultural practices.
-
C.
National Programs in Natural Resources and Sustainable Agricultural Systems
National Programs in Natural Resources and Sustainable Agricultural Systems is a U.S. Agricultural Research Service research portfolio focused on conserving natural resources and advancing sustainable agricultural production systems.
-
D.
center for rural reconstruction experiments
The center for rural reconstruction experiments at Sevagram Ashram was a Gandhian hub for testing and demonstrating practical methods of village upliftment, self-sufficiency, and social reform in rural India.
-
E.
United States federal farm programs
chosen
United States federal farm programs are government initiatives that provide financial support, risk management, and regulatory frameworks to stabilize agricultural markets, support farm incomes, and ensure a reliable food supply.
- F. None of above.
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_69a493ee1f908190992b5f0d1b04459b |
completed | March 1, 2026, 7:30 p.m. |
| NER | Named-entity recognition | batch_69a4b9296c5c8190a3060fbfdf24f029 |
completed | March 1, 2026, 10:09 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac42a70ab88190ba0f0a62b19af871 |
completed | March 7, 2026, 3:22 p.m. |
| NEDg | Description generation | batch_69ac438772f08190a47a1fbbda306b8a |
completed | March 7, 2026, 3:25 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac4413c7488190b6d5edc5884f6e61 |
completed | March 7, 2026, 3:28 p.m. |
Created at: March 1, 2026, 7:42 p.m.