Triple

T5638191
Position Surface form Disambiguated ID Type / Status
Subject Evans-Allen research programs E124199 entity
Predicate relatedTo P37 FINISHED
Object Hatch Act agricultural research programs
Hatch Act agricultural research programs are federally funded initiatives that support scientific research at land-grant universities to improve U.S. agriculture, food systems, and rural communities.
E535103 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: Hatch Act agricultural research programs | Statement: [Evans-Allen research programs, relatedTo, Hatch Act agricultural research programs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hatch Act agricultural research programs
Context triple: [Evans-Allen research programs, relatedTo, Hatch Act agricultural research programs]
  • 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. United States farm bill
    The United States farm bill is a comprehensive, multi-year federal law that governs agricultural policy, nutrition assistance programs like SNAP, conservation efforts, and rural development across the country.
  • C. Agricultural Research Service Information Center
    The Agricultural Research Service Information Center is a specialized unit within the National Agricultural Library that provides access to research, data, and resources produced by the USDA’s Agricultural Research Service.
  • D. 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.
  • E. Agricultural Act of 1970
    The Agricultural Act of 1970 was a major U.S. farm bill that restructured federal agricultural support programs, shifting toward more flexible production controls and income support for farmers.
  • 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: Hatch Act agricultural research programs
Triple: [Evans-Allen research programs, relatedTo, Hatch Act agricultural research programs]
Generated description
Hatch Act agricultural research programs are federally funded initiatives that support scientific research at land-grant universities to improve U.S. agriculture, food systems, and rural communities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hatch Act agricultural research programs
Target entity description: Hatch Act agricultural research programs are federally funded initiatives that support scientific research at land-grant universities to improve U.S. agriculture, food systems, and rural communities.
  • 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. United States farm bill
    The United States farm bill is a comprehensive, multi-year federal law that governs agricultural policy, nutrition assistance programs like SNAP, conservation efforts, and rural development across the country.
  • C. Agricultural Research Service Information Center
    The Agricultural Research Service Information Center is a specialized unit within the National Agricultural Library that provides access to research, data, and resources produced by the USDA’s Agricultural Research Service.
  • D. 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.
  • E. Agricultural Act of 1970
    The Agricultural Act of 1970 was a major U.S. farm bill that restructured federal agricultural support programs, shifting toward more flexible production controls and income support for farmers.
  • 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_69c00824643c81909ffdb888a2d35189 completed March 22, 2026, 3:17 p.m.
NER Named-entity recognition batch_69c022820b7c81908f79c0a124d6b940 completed March 22, 2026, 5:10 p.m.
NED1 Entity disambiguation (via context triple) batch_69c04d7456408190962c476f2848927e completed March 22, 2026, 8:13 p.m.
NEDg Description generation batch_69c04edaa7408190811007d27549a35d completed March 22, 2026, 8:19 p.m.
NED2 Entity disambiguation (via description) batch_69c04ff40ce88190a9aa8886c22386e1 completed March 22, 2026, 8:24 p.m.
Created at: March 22, 2026, 3:41 p.m.