Triple

T3735316
Position Surface form Disambiguated ID Type / Status
Subject Chelmsford, Massachusetts E79167 entity
Predicate hasVillage P4011 FINISHED
Object North Chelmsford, Massachusetts
North Chelmsford, Massachusetts is a village within the town of Chelmsford known for its residential neighborhoods, local businesses, and proximity to the Merrimack River in northeastern Massachusetts.
E79167 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: North Chelmsford, Massachusetts | Statement: [Chelmsford, Massachusetts, hasVillage, North Chelmsford, Massachusetts]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: North Chelmsford, Massachusetts
Context triple: [Chelmsford, Massachusetts, hasVillage, North Chelmsford, Massachusetts]
  • A. Chelmsford, Massachusetts
    Chelmsford, Massachusetts is a suburban New England town northwest of Boston known for its historic character, residential communities, and role as a commuter hub within the Greater Boston area.
  • B. Northborough, Massachusetts
    Northborough, Massachusetts is a suburban New England town known for its residential character, strong public schools, and location between Worcester and Boston.
  • C. Westford, Massachusetts
    Westford, Massachusetts is a suburban town in northeastern Massachusetts known for its strong public schools, residential character, and proximity to the Greater Boston area.
  • D. Tewksbury, Massachusetts
    Tewksbury, Massachusetts is a suburban New England town known for its residential communities, historic character, and location between Lowell and Boston.
  • E. Northfield, Massachusetts
    Northfield, Massachusetts is a small historic town in Franklin County known for its rural New England character and scenic location along the Connecticut River in the Pioneer Valley.
  • 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: North Chelmsford, Massachusetts
Triple: [Chelmsford, Massachusetts, hasVillage, North Chelmsford, Massachusetts]
Generated description
North Chelmsford, Massachusetts is a village within the town of Chelmsford known for its residential neighborhoods, local businesses, and proximity to the Merrimack River in northeastern Massachusetts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: North Chelmsford, Massachusetts
Target entity description: North Chelmsford, Massachusetts is a village within the town of Chelmsford known for its residential neighborhoods, local businesses, and proximity to the Merrimack River in northeastern Massachusetts.
  • A. Chelmsford, Massachusetts chosen
    Chelmsford, Massachusetts is a suburban New England town northwest of Boston known for its historic character, residential communities, and role as a commuter hub within the Greater Boston area.
  • B. Northborough, Massachusetts
    Northborough, Massachusetts is a suburban New England town known for its residential character, strong public schools, and location between Worcester and Boston.
  • C. Westford, Massachusetts
    Westford, Massachusetts is a suburban town in northeastern Massachusetts known for its strong public schools, residential character, and proximity to the Greater Boston area.
  • D. Tewksbury, Massachusetts
    Tewksbury, Massachusetts is a suburban New England town known for its residential communities, historic character, and location between Lowell and Boston.
  • E. Northfield, Massachusetts
    Northfield, Massachusetts is a small historic town in Franklin County known for its rural New England character and scenic location along the Connecticut River in the Pioneer Valley.
  • 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_69ad8b0e4650819090ad7cef094285e8 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adcb3b399c819091b42209925c0d8f completed March 8, 2026, 7:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6cad46d4081908f685d961d100d42 completed March 27, 2026, 6:22 p.m.
NEDg Description generation batch_69c6cc960e088190bd9643aa1c46128d completed March 27, 2026, 6:29 p.m.
NED2 Entity disambiguation (via description) batch_69c6cd4d50948190ac60ec518f00e5d8 completed March 27, 2026, 6:32 p.m.
Created at: March 8, 2026, 3:34 p.m.