Triple

T4096327
Position Surface form Disambiguated ID Type / Status
Subject Birmingham municipal code E87829 entity
Predicate enforcedBy P1115 FINISHED
Object City of Birmingham government
The City of Birmingham government is the local governing body responsible for administering public services, implementing policies, and overseeing municipal operations within Birmingham, Alabama.
E2497 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: City of Birmingham government | Statement: [Birmingham municipal code, enforcedBy, City of Birmingham government]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: City of Birmingham government
Context triple: [Birmingham municipal code, enforcedBy, City of Birmingham government]
  • A. Birmingham City Council
    Birmingham City Council is the local government authority responsible for providing public services and administration for the city of Birmingham, England.
  • B. Birmingham City Council
    Birmingham City Council is the elected legislative body responsible for setting policy, passing ordinances, and overseeing municipal governance for the city of Birmingham, Alabama.
  • C. Bristol City Council
    Bristol City Council is the local government authority responsible for providing public services and administration for the city of Bristol, England.
  • D. Birmingham Police Department
    The Birmingham Police Department is the municipal law enforcement agency responsible for maintaining public safety and enforcing laws in the city of Birmingham, Alabama.
  • E. Metropolitan Borough of Birmingham
    The Metropolitan Borough of Birmingham was a former local government district in England that encompassed the rapidly industrializing city of Birmingham and its surrounding areas before later administrative reorganization.
  • 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: City of Birmingham government
Triple: [Birmingham municipal code, enforcedBy, City of Birmingham government]
Generated description
The City of Birmingham government is the local governing body responsible for administering public services, implementing policies, and overseeing municipal operations within Birmingham, Alabama.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: City of Birmingham government
Target entity description: The City of Birmingham government is the local governing body responsible for administering public services, implementing policies, and overseeing municipal operations within Birmingham, Alabama.
  • A. Birmingham City Council chosen
    Birmingham City Council is the elected legislative body responsible for setting policy, passing ordinances, and overseeing municipal governance for the city of Birmingham, Alabama.
  • B. Birmingham City Council
    Birmingham City Council is the local government authority responsible for providing public services and administration for the city of Birmingham, England.
  • C. Bristol City Council
    Bristol City Council is the local government authority responsible for providing public services and administration for the city of Bristol, England.
  • D. Birmingham Police Department
    The Birmingham Police Department is the municipal law enforcement agency responsible for maintaining public safety and enforcing laws in the city of Birmingham, Alabama.
  • E. Metropolitan Borough of Birmingham
    The Metropolitan Borough of Birmingham was a former local government district in England that encompassed the rapidly industrializing city of Birmingham and its surrounding areas before later administrative reorganization.
  • F. None of above.

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_69aed94564cc8190a9c1457daedb6e7f completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefcdef11081908c626a89f2c0e121 completed March 9, 2026, 5:01 p.m.
NED1 Entity disambiguation (via context triple) batch_69b56b6f8bb081908aa2d126fe3c9502 completed March 14, 2026, 2:06 p.m.
NEDg Description generation batch_69b56f3cf1d081908e2fb778433fb2e8 completed March 14, 2026, 2:22 p.m.
NED2 Entity disambiguation (via description) batch_69b56f99d490819093f92b4db63c5375 completed March 14, 2026, 2:24 p.m.
Created at: March 9, 2026, 3:40 p.m.