Triple

T8821890
Position Surface form Disambiguated ID Type / Status
Subject Baltimore City government E209922 entity
Predicate hasDepartment P35 FINISHED
Object Planning Department (Baltimore City)
The Planning Department of Baltimore City is the municipal agency responsible for guiding the city’s physical development, land use, and long-term urban planning policies.
 E759770 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: Planning Department (Baltimore City) | Statement: [Baltimore City government, hasDepartment, Planning Department (Baltimore City)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Planning Department (Baltimore City)
Context triple: [Baltimore City government, hasDepartment, Planning Department (Baltimore City)]
  • A. Montgomery County Planning Department
    The Montgomery County Planning Department is the public agency responsible for land use planning, development review, and long-range community planning in Montgomery County, Maryland.
  • B. Baltimore City government
    The Baltimore City government is the municipal authority responsible for administering public services, enforcing local laws, and managing policy and development across the city of Baltimore, Maryland.
  • C. Baltimore City Department of Transportation
    The Baltimore City Department of Transportation is the municipal agency responsible for planning, operating, and maintaining Baltimore’s streets, transportation infrastructure, and related public works.
  • D. Department of City Planning
    The Department of City Planning is an academic unit within the University of Manitoba’s Faculty of Architecture that focuses on education and research in urban and regional planning.
  • E. Baltimore City Council
    The Baltimore City Council is the legislative branch of Baltimore's municipal government, responsible for passing local laws, approving budgets, and overseeing city agencies.
  • 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: Planning Department (Baltimore City)
Triple: [Baltimore City government, hasDepartment, Planning Department (Baltimore City)]
Generated description
The Planning Department of Baltimore City is the municipal agency responsible for guiding the city’s physical development, land use, and long-term urban planning policies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Planning Department (Baltimore City)
Target entity description: The Planning Department of Baltimore City is the municipal agency responsible for guiding the city’s physical development, land use, and long-term urban planning policies.
  • A. Montgomery County Planning Department
    The Montgomery County Planning Department is the public agency responsible for land use planning, development review, and long-range community planning in Montgomery County, Maryland.
  • B. Baltimore City government
    The Baltimore City government is the municipal authority responsible for administering public services, enforcing local laws, and managing policy and development across the city of Baltimore, Maryland.
  • C. Baltimore City Department of Transportation
    The Baltimore City Department of Transportation is the municipal agency responsible for planning, operating, and maintaining Baltimore’s streets, transportation infrastructure, and related public works.
  • D. Department of City Planning
    The Department of City Planning is an academic unit within the University of Manitoba’s Faculty of Architecture that focuses on education and research in urban and regional planning.
  • E. Baltimore City Council
    The Baltimore City Council is the legislative branch of Baltimore's municipal government, responsible for passing local laws, approving budgets, and overseeing city agencies.
  • 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_69ca8364e13081909c85fe80f44fe86f completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc602ed87c8190ab772e5cbb2da68d completed April 1, 2026, midnight
NED1 Entity disambiguation (via context triple) batch_69cf6fd064208190b1c8e1e1848763d2 completed April 3, 2026, 7:44 a.m.
NEDg Description generation batch_69cf71e0bd14819089a9667d573f2295 completed April 3, 2026, 7:53 a.m.
NED2 Entity disambiguation (via description) batch_69cf743758c881909eecaf9bdbb047e5 completed April 3, 2026, 8:03 a.m.
Created at: March 30, 2026, 6:46 p.m.