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.