Triple

T11897313
Position Surface form Disambiguated ID Type / Status
Subject Appalachian Regional Development Act of 1965 E283067 entity
Predicate classification P87 FINISHED
Object regional development act
A regional development act is a type of legislation designed to promote economic growth and infrastructure improvement in specific underdeveloped or disadvantaged geographic areas.
E952396 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: regional development act | Statement: [Appalachian Regional Development Act of 1965, classification, regional development act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: regional development act
Context triple: [Appalachian Regional Development Act of 1965, classification, regional development act]
  • A. Regional Development Strategy
    The Regional Development Strategy is a key planning framework used by Chilean local governments to guide long-term territorial, economic, and social development at the regional level.
  • B. Economic Development Administration Reform Act of 1998
    The Economic Development Administration Reform Act of 1998 is a U.S. federal law that modernized and reauthorized the Economic Development Administration’s programs to promote job creation and economic growth in distressed communities.
  • C. Public Works and Economic Development Act of 1965
    The Public Works and Economic Development Act of 1965 is a U.S. federal law that established a framework for promoting economic growth and job creation in distressed communities through grants and assistance for public works and development projects.
  • D. Riegle Community Development and Regulatory Improvement Act of 1994
    The Riegle Community Development and Regulatory Improvement Act of 1994 is a U.S. federal law aimed at promoting community development and financial services in underserved areas, notably by establishing the Community Development Financial Institutions (CDFI) Fund.
  • E. Area Redevelopment Act amendments
    The Area Redevelopment Act amendments were legislative changes aimed at strengthening and expanding federal efforts to stimulate economic development and job creation in chronically depressed areas of the United States.
  • 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: regional development act
Triple: [Appalachian Regional Development Act of 1965, classification, regional development act]
Generated description
A regional development act is a type of legislation designed to promote economic growth and infrastructure improvement in specific underdeveloped or disadvantaged geographic areas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: regional development act
Target entity description: A regional development act is a type of legislation designed to promote economic growth and infrastructure improvement in specific underdeveloped or disadvantaged geographic areas.
  • A. Regional Development Strategy
    The Regional Development Strategy is a key planning framework used by Chilean local governments to guide long-term territorial, economic, and social development at the regional level.
  • B. Economic Development Administration Reform Act of 1998
    The Economic Development Administration Reform Act of 1998 is a U.S. federal law that modernized and reauthorized the Economic Development Administration’s programs to promote job creation and economic growth in distressed communities.
  • C. Public Works and Economic Development Act of 1965
    The Public Works and Economic Development Act of 1965 is a U.S. federal law that established a framework for promoting economic growth and job creation in distressed communities through grants and assistance for public works and development projects.
  • D. Riegle Community Development and Regulatory Improvement Act of 1994
    The Riegle Community Development and Regulatory Improvement Act of 1994 is a U.S. federal law aimed at promoting community development and financial services in underserved areas, notably by establishing the Community Development Financial Institutions (CDFI) Fund.
  • E. Area Redevelopment Act amendments
    The Area Redevelopment Act amendments were legislative changes aimed at strengthening and expanding federal efforts to stimulate economic development and job creation in chronically depressed areas of the United States.
  • 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_69d6ab2a90b08190a4e818821cc93e6d completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d8dd13cc10819089d8d5103e562924 completed April 10, 2026, 11:20 a.m.
NED1 Entity disambiguation (via context triple) batch_69f418205b788190a4b1b81d89cf7fff completed May 1, 2026, 3:04 a.m.
NEDg Description generation batch_69f41f1c21388190b6ecb0fd602abb7d completed May 1, 2026, 3:33 a.m.
NED2 Entity disambiguation (via description) batch_69f42283c4cc81909793834ef65d2514 completed May 1, 2026, 3:48 a.m.
Created at: April 8, 2026, 9:44 p.m.