Triple

T14204461
Position Surface form Disambiguated ID Type / Status
Subject Town of Bedford government E352048 entity
Predicate hasDepartment P35 FINISHED
Object Department of Public Works of Bedford
The Department of Public Works of Bedford is the municipal agency responsible for maintaining the town’s infrastructure and public services, including roads, water, sewer, and related facilities.
E1085557 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: Department of Public Works of Bedford | Statement: [Town of Bedford government, hasDepartment, Department of Public Works of Bedford]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Department of Public Works of Bedford
Context triple: [Town of Bedford government, hasDepartment, Department of Public Works of Bedford]
  • A. Bedford Police Department
    The Bedford Police Department is the local law enforcement agency responsible for public safety and policing services in the town of Bedford, New York, including the hamlet of Katonah.
  • B. Bedford Police Department
    The Bedford Police Department is the municipal law enforcement agency responsible for public safety and crime prevention in the city of Bedford, Texas.
  • C. Bedford City Hall
    Bedford City Hall is the central municipal government building serving the city of Bedford, Texas.
  • D. Bedford City Council
    Bedford City Council is the elected municipal governing body responsible for setting policy, passing local ordinances, and overseeing city administration in Bedford, Texas.
  • E. Bedford Fire Department
    The Bedford Fire Department is a local emergency services agency that provides fire protection, rescue operations, and related public safety services to the community of Bedford, New York.
  • 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: Department of Public Works of Bedford
Triple: [Town of Bedford government, hasDepartment, Department of Public Works of Bedford]
Generated description
The Department of Public Works of Bedford is the municipal agency responsible for maintaining the town’s infrastructure and public services, including roads, water, sewer, and related facilities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Department of Public Works of Bedford
Target entity description: The Department of Public Works of Bedford is the municipal agency responsible for maintaining the town’s infrastructure and public services, including roads, water, sewer, and related facilities.
  • A. Bedford Police Department
    The Bedford Police Department is the local law enforcement agency responsible for public safety and policing services in the town of Bedford, New York, including the hamlet of Katonah.
  • B. Bedford Police Department
    The Bedford Police Department is the municipal law enforcement agency responsible for public safety and crime prevention in the city of Bedford, Texas.
  • C. Bedford City Hall
    Bedford City Hall is the central municipal government building serving the city of Bedford, Texas.
  • D. Bedford City Council
    Bedford City Council is the elected municipal governing body responsible for setting policy, passing local ordinances, and overseeing city administration in Bedford, Texas.
  • E. Bedford Fire Department
    The Bedford Fire Department is a local emergency services agency that provides fire protection, rescue operations, and related public safety services to the community of Bedford, New York.
  • 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_69d827894ac0819097803e57f3227b23 completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de61f6d4d481909128084e82e6a58a completed April 14, 2026, 3:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd1951421c81908959634e66857b61 completed May 7, 2026, 10:59 p.m.
NEDg Description generation batch_69fd1ba3ab388190989f7ce32b7eb936 completed May 7, 2026, 11:09 p.m.
NED2 Entity disambiguation (via description) batch_69fd1dc50944819082834db63e6da093 completed May 7, 2026, 11:18 p.m.
Created at: April 10, 2026, 1:05 a.m.