Triple

T11970146
Position Surface form Disambiguated ID Type / Status
Subject Ronald Lippitt E284895 entity
Predicate authorOf P4244 FINISHED
Object Planned Change in a Community
"Planned Change in a Community" is a foundational work in community psychology and organizational development that outlines systematic approaches for guiding and managing intentional social change at the community level.
E956407 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: Planned Change in a Community | Statement: [Ronald Lippitt, authorOf, Planned Change in a Community]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Planned Change in a Community
Context triple: [Ronald Lippitt, authorOf, Planned Change in a Community]
  • A. Plan of State Transformation
    Plan of State Transformation is a seminal early-19th-century Russian reform project by statesman Mikhail Speransky that proposed comprehensive modernization and constitutional restructuring of the Russian Empire’s government.
  • B. New Communities Program
    The New Communities Program was a U.S. federal initiative aimed at fostering the development of planned, self-sufficient communities to address urban problems and promote better housing and living environments.
  • C. Centre for Social Change
    The Centre for Social Change is a research institute at the University of Johannesburg focused on studying and promoting social transformation, democracy, and collective action in South Africa and beyond.
  • D. Community Action Program
    The Community Action Program was a key War on Poverty initiative in the United States that funded local agencies to combat poverty through community-based services and citizen participation.
  • E. Community Revitalization Section
    The Community Revitalization Section is a division of Fairfax County’s planning department that focuses on guiding and supporting the renewal, redevelopment, and economic vitality of older commercial and mixed-use areas in the county.
  • 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: Planned Change in a Community
Triple: [Ronald Lippitt, authorOf, Planned Change in a Community]
Generated description
"Planned Change in a Community" is a foundational work in community psychology and organizational development that outlines systematic approaches for guiding and managing intentional social change at the community level.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Planned Change in a Community
Target entity description: "Planned Change in a Community" is a foundational work in community psychology and organizational development that outlines systematic approaches for guiding and managing intentional social change at the community level.
  • A. Plan of State Transformation
    Plan of State Transformation is a seminal early-19th-century Russian reform project by statesman Mikhail Speransky that proposed comprehensive modernization and constitutional restructuring of the Russian Empire’s government.
  • B. New Communities Program
    The New Communities Program was a U.S. federal initiative aimed at fostering the development of planned, self-sufficient communities to address urban problems and promote better housing and living environments.
  • C. Centre for Social Change
    The Centre for Social Change is a research institute at the University of Johannesburg focused on studying and promoting social transformation, democracy, and collective action in South Africa and beyond.
  • D. Community Action Program
    The Community Action Program was a key War on Poverty initiative in the United States that funded local agencies to combat poverty through community-based services and citizen participation.
  • E. Community Revitalization Section
    The Community Revitalization Section is a division of Fairfax County’s planning department that focuses on guiding and supporting the renewal, redevelopment, and economic vitality of older commercial and mixed-use areas in the county.
  • 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_69d6ab2eaeb881909f7914758f859413 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d9037bee54819085242a3ef3e286f9 completed April 10, 2026, 2:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69f459691ff0819099282172933d2d81 completed May 1, 2026, 7:42 a.m.
NEDg Description generation batch_69f4645ef63881909b46937f73d637a3 completed May 1, 2026, 8:29 a.m.
NED2 Entity disambiguation (via description) batch_69f465be4db08190882898a17d077019 completed May 1, 2026, 8:35 a.m.
Created at: April 8, 2026, 9:46 p.m.