Triple

T842615
Position Surface form Disambiguated ID Type / Status
Subject Phoenix metropolitan area E18208 entity
Predicate hasRegionalPlanningOrganization P20557 FINISHED
Object Maricopa Association of Governments
The Maricopa Association of Governments is a regional planning agency that coordinates transportation, land use, and policy initiatives for the greater Phoenix metropolitan area in Arizona.
E100488 NE FINISHED

How this triple was built (5 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: Maricopa Association of Governments | Statement: [Phoenix metropolitan area, hasRegionalPlanningOrganization, Maricopa Association of Governments]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Maricopa Association of Governments
Context triple: [Phoenix metropolitan area, hasRegionalPlanningOrganization, Maricopa Association of Governments]
  • A. San Diego Association of Governments
    The San Diego Association of Governments is a regional planning and transportation agency that coordinates land use, transit, and infrastructure policy for the greater San Diego metropolitan area.
  • B. Valley Metro
    Valley Metro is the regional public transportation system serving the Phoenix metropolitan area, operating bus, light rail, and paratransit services.
  • C. Maricopa County, Arizona
    Maricopa County, Arizona is the most populous county in the state, encompassing the Phoenix metropolitan area and serving as a major political, economic, and transportation hub of the American Southwest.
  • D. Metropolitan Council
    The Metropolitan Council is a regional governmental agency that plans and coordinates transit, housing, wastewater, and land use services for the Minneapolis–Saint Paul metropolitan area in Minnesota.
  • E. Glendale, Arizona
    Glendale, Arizona is a major suburb of Phoenix known for its sports and entertainment district, including professional stadiums, shopping, and annual events.
  • 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: Maricopa Association of Governments
Triple: [Phoenix metropolitan area, hasRegionalPlanningOrganization, Maricopa Association of Governments]
Generated description
The Maricopa Association of Governments is a regional planning agency that coordinates transportation, land use, and policy initiatives for the greater Phoenix metropolitan area in Arizona.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Maricopa Association of Governments
Target entity description: The Maricopa Association of Governments is a regional planning agency that coordinates transportation, land use, and policy initiatives for the greater Phoenix metropolitan area in Arizona.
  • A. San Diego Association of Governments
    The San Diego Association of Governments is a regional planning and transportation agency that coordinates land use, transit, and infrastructure policy for the greater San Diego metropolitan area.
  • B. Valley Metro
    Valley Metro is the regional public transportation system serving the Phoenix metropolitan area, operating bus, light rail, and paratransit services.
  • C. Maricopa County, Arizona
    Maricopa County, Arizona is the most populous county in the state, encompassing the Phoenix metropolitan area and serving as a major political, economic, and transportation hub of the American Southwest.
  • D. Metropolitan Council
    The Metropolitan Council is a regional governmental agency that plans and coordinates transit, housing, wastewater, and land use services for the Minneapolis–Saint Paul metropolitan area in Minnesota.
  • E. Glendale, Arizona
    Glendale, Arizona is a major suburb of Phoenix known for its sports and entertainment district, including professional stadiums, shopping, and annual events.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: hasRegionalPlanningOrganization
Context triple: [Phoenix metropolitan area, hasRegionalPlanningOrganization, Maricopa Association of Governments]
  • A. hasRegionalCommission
    Indicates that an entity is associated with, overseen by, or falls under the jurisdiction of a specific regional commission.
  • B. hasLocalGovernmentBody
    Indicates that an entity is administered or overseen by a specific local government authority or governing body.
  • C. hasRegionalRole
    Indicates that an entity holds a specific role, function, or responsibility within a defined geographic region.
  • D. hasMunicipalGovernment
    Indicates that an entity is administered or governed by a municipal-level governmental authority.
  • E. hasRegion
    Indicates that an entity includes, contains, or is associated with a specific geographic or administrative region as part of its scope or structure.
  • F. None of above. chosen

Provenance (7 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_69a4938b04208190b82e1df6b572c548 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4abe8a0bc81909b54af465e67be1f completed March 1, 2026, 9:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69a7929a91088190bef474424bde527c completed March 4, 2026, 2:02 a.m.
NEDg Description generation batch_69a793609f148190b191c1d77cad0c80 completed March 4, 2026, 2:05 a.m.
NED2 Entity disambiguation (via description) batch_69a793d0aac081909acf83bb60fd2a2c completed March 4, 2026, 2:07 a.m.
PD Predicate disambiguation batch_69a4aa7f396c8190aa8b8dfbe0b4f732 completed March 1, 2026, 9:07 p.m.
PDg Predicate description generation batch_69a4ab4893e481908632102d240466dc completed March 1, 2026, 9:10 p.m.
Created at: March 1, 2026, 7:38 p.m.