Triple

T1953663
Position Surface form Disambiguated ID Type / Status
Subject Bloomberg Philanthropies E42213 entity
Predicate hasProgram P178 FINISHED
Object What Works Cities
What Works Cities is a national initiative that helps U.S. cities use data and evidence to improve public services and inform policy decisions.
E218325 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: What Works Cities | Statement: [Bloomberg Philanthropies, hasProgram, What Works Cities]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: What Works Cities
Context triple: [Bloomberg Philanthropies, hasProgram, What Works Cities]
  • A. The City That Works
    "The City That Works" is a civic motto highlighting Portland, Oregon’s reputation for effective local governance, urban planning, and livability.
  • B. Centre for Cities
    The Centre for Cities is a UK-based think tank focused on researching and promoting policies to improve the economic performance of British cities.
  • C. Compassionate Cities
    Compassionate Cities is a global network of municipalities committed to embedding compassion into public policy, community initiatives, and everyday civic life.
  • D. Center for Social Innovation
    The Center for Social Innovation is a Stanford Graduate School of Business hub that advances research, education, and practice in social entrepreneurship and impact-driven leadership.
  • E. Urban Development Action Grants
    Urban Development Action Grants were a federal program that provided targeted financial assistance to distressed cities to stimulate economic development, job creation, and neighborhood revitalization.
  • 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: What Works Cities
Triple: [Bloomberg Philanthropies, hasProgram, What Works Cities]
Generated description
What Works Cities is a national initiative that helps U.S. cities use data and evidence to improve public services and inform policy decisions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: What Works Cities
Target entity description: What Works Cities is a national initiative that helps U.S. cities use data and evidence to improve public services and inform policy decisions.
  • A. The City That Works
    "The City That Works" is a civic motto highlighting Portland, Oregon’s reputation for effective local governance, urban planning, and livability.
  • B. Centre for Cities
    The Centre for Cities is a UK-based think tank focused on researching and promoting policies to improve the economic performance of British cities.
  • C. Compassionate Cities
    Compassionate Cities is a global network of municipalities committed to embedding compassion into public policy, community initiatives, and everyday civic life.
  • D. Center for Social Innovation
    The Center for Social Innovation is a Stanford Graduate School of Business hub that advances research, education, and practice in social entrepreneurship and impact-driven leadership.
  • E. Urban Development Action Grants
    Urban Development Action Grants were a federal program that provided targeted financial assistance to distressed cities to stimulate economic development, job creation, and neighborhood revitalization.
  • 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_69a8870eea088190a38781990812a9bc completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abb351c148819080173c09876e814a completed March 7, 2026, 5:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69adfbc8146c819084d3dc3b16efb123 completed March 8, 2026, 10:44 p.m.
NEDg Description generation batch_69adfc6bd8e08190a065a89ab3412126 completed March 8, 2026, 10:47 p.m.
NED2 Entity disambiguation (via description) batch_69adfcee414c8190b1a0574f6bd55602 completed March 8, 2026, 10:49 p.m.
Created at: March 4, 2026, 7:36 p.m.