Triple

T5324646
Position Surface form Disambiguated ID Type / Status
Subject Agriculture Improvement Act of 2018 E121756 entity
Predicate includesTitle P3254 FINISHED
Object Title VI – Rural Development
Title VI – Rural Development is a section of U.S. farm bill legislation that authorizes federal programs and funding to support economic growth, infrastructure, and quality of life in rural communities.
E511875 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: Title VI – Rural Development | Statement: [Agriculture Improvement Act of 2018, includesTitle, Title VI – Rural Development]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title VI – Rural Development
Context triple: [Agriculture Improvement Act of 2018, includesTitle, Title VI – Rural Development]
  • A. USDA Rural Development mission area
    The USDA Rural Development mission area is a branch of the U.S. Department of Agriculture that administers programs to improve housing, infrastructure, and economic opportunities in rural communities.
  • B. Rural Area Formula Program
    The Rural Area Formula Program is a U.S. federal transit funding program that provides formula-based financial assistance to support public transportation services in rural and small communities.
  • C. Farm Security and Rural Investment Act of 2002
    The Farm Security and Rural Investment Act of 2002 is a comprehensive U.S. farm bill that reauthorized and expanded federal agricultural, conservation, nutrition, and rural development programs.
  • 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: Title VI – Rural Development
Triple: [Agriculture Improvement Act of 2018, includesTitle, Title VI – Rural Development]
Generated description
Title VI – Rural Development is a section of U.S. farm bill legislation that authorizes federal programs and funding to support economic growth, infrastructure, and quality of life in rural communities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title VI – Rural Development
Target entity description: Title VI – Rural Development is a section of U.S. farm bill legislation that authorizes federal programs and funding to support economic growth, infrastructure, and quality of life in rural communities.
  • A. USDA Rural Development mission area
    The USDA Rural Development mission area is a branch of the U.S. Department of Agriculture that administers programs to improve housing, infrastructure, and economic opportunities in rural communities.
  • B. Rural Area Formula Program
    The Rural Area Formula Program is a U.S. federal transit funding program that provides formula-based financial assistance to support public transportation services in rural and small communities.
  • C. Farm Security and Rural Investment Act of 2002
    The Farm Security and Rural Investment Act of 2002 is a comprehensive U.S. farm bill that reauthorized and expanded federal agricultural, conservation, nutrition, and rural development programs.
  • 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_69bd463d956c819088105c3db802c017 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd857b41e0819091a51286d0de214c completed March 20, 2026, 5:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf18abdcc48190bca5c7fc354c2471 completed March 21, 2026, 10:16 p.m.
NEDg Description generation batch_69bf19a73b888190a903124a9da5e172 completed March 21, 2026, 10:20 p.m.
NED2 Entity disambiguation (via description) batch_69bf19fc79148190a02c4ddf2f6abdf7 completed March 21, 2026, 10:21 p.m.
Created at: March 20, 2026, 1:59 p.m.