Triple

T16053810
Position Surface form Disambiguated ID Type / Status
Subject Tewksbury Planning Board E389422 entity
Predicate appliesLegalFramework P9089 FINISHED
Object Tewksbury zoning bylaws
Tewksbury zoning bylaws are the local land-use regulations that govern how property in Tewksbury, Massachusetts can be developed, used, and subdivided.
 E1191572 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: Tewksbury zoning bylaws | Statement: [Tewksbury Planning Board, appliesLegalFramework, Tewksbury zoning bylaws]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tewksbury zoning bylaws
Context triple: [Tewksbury Planning Board, appliesLegalFramework, Tewksbury zoning bylaws]
  • A. Tewksbury Planning Board
    The Tewksbury Planning Board is the local governmental body responsible for overseeing land use, development proposals, and long-term planning in Tewksbury, Massachusetts.
  • B. Tewksbury Center Historic District
    Tewksbury Center Historic District is a preserved area in the heart of Tewksbury, Massachusetts, known for its collection of historically significant civic and residential buildings that reflect the town’s 19th- and early 20th-century development.
  • C. Tewksbury Police Department
    The Tewksbury Police Department is the municipal law enforcement agency responsible for public safety and policing services in the town of Tewksbury, Massachusetts.
  • D. Tewksbury Hospital Historic District
    Tewksbury Hospital Historic District is a historic medical campus in Tewksbury, Massachusetts, known for its 19th- and early 20th-century institutional architecture and its role in the history of public health and social welfare in the state.
  • E. Boston municipal code
    The Boston municipal code is the comprehensive set of local laws and regulations that govern public conduct, land use, business activity, and municipal operations within the City of Boston.
  • 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: Tewksbury zoning bylaws
Triple: [Tewksbury Planning Board, appliesLegalFramework, Tewksbury zoning bylaws]
Generated description
Tewksbury zoning bylaws are the local land-use regulations that govern how property in Tewksbury, Massachusetts can be developed, used, and subdivided.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tewksbury zoning bylaws
Target entity description: Tewksbury zoning bylaws are the local land-use regulations that govern how property in Tewksbury, Massachusetts can be developed, used, and subdivided.
  • A. Tewksbury Planning Board
    The Tewksbury Planning Board is the local governmental body responsible for overseeing land use, development proposals, and long-term planning in Tewksbury, Massachusetts.
  • B. Tewksbury Center Historic District
    Tewksbury Center Historic District is a preserved area in the heart of Tewksbury, Massachusetts, known for its collection of historically significant civic and residential buildings that reflect the town’s 19th- and early 20th-century development.
  • C. Tewksbury Police Department
    The Tewksbury Police Department is the municipal law enforcement agency responsible for public safety and policing services in the town of Tewksbury, Massachusetts.
  • D. Tewksbury Hospital Historic District
    Tewksbury Hospital Historic District is a historic medical campus in Tewksbury, Massachusetts, known for its 19th- and early 20th-century institutional architecture and its role in the history of public health and social welfare in the state.
  • E. Boston municipal code
    The Boston municipal code is the comprehensive set of local laws and regulations that govern public conduct, land use, business activity, and municipal operations within the City of Boston.
  • 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_69d86dae698881908327ef2d67706cb9 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e183642420819088b03f613ee65851 completed April 17, 2026, 12:48 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffdbe2d87c8190ba7f16feb018e70c completed May 10, 2026, 1:14 a.m.
NEDg Description generation batch_69ffdcfe202481909913e9e44ffbf66f completed May 10, 2026, 1:18 a.m.
NED2 Entity disambiguation (via description) batch_69ffdd8610c081908305a1c2298618c1 completed May 10, 2026, 1:21 a.m.
Created at: April 10, 2026, 4:56 a.m.