Triple

T7070612
Position Surface form Disambiguated ID Type / Status
Subject New Marlborough, Massachusetts E164682 entity
Predicate hasVillage P4011 FINISHED
Object Southfield
Southfield is a small village located within the rural town of New Marlborough in Berkshire County, Massachusetts.
E642143 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: Southfield | Statement: [New Marlborough, Massachusetts, hasVillage, Southfield]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Southfield
Context triple: [New Marlborough, Massachusetts, hasVillage, Southfield]
  • A. Southfield
    Southfield is a suburban city in Oakland County, Michigan, known as a major commercial and business center in the Detroit metropolitan area.
  • B. Farmington Hills
    Farmington Hills is a suburban city in southeastern Michigan, known for its affluent residential communities, strong public schools, and proximity to the Detroit metropolitan area.
  • C. Rochester Hills
    Rochester Hills is a suburban city in Oakland County, Michigan, known for its affluent residential communities, parks, and proximity to the Detroit metropolitan area.
  • D. Sterling Heights, Michigan
    Sterling Heights, Michigan is a large suburban city in Macomb County, part of the Detroit metropolitan area, known for its residential communities and diverse population.
  • E. Dearborn Heights, Michigan
    Dearborn Heights, Michigan is a suburban city in the Detroit metropolitan area known for its residential neighborhoods, diverse population, and proximity to major regional employers and amenities.
  • 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: Southfield
Triple: [New Marlborough, Massachusetts, hasVillage, Southfield]
Generated description
Southfield is a small village located within the rural town of New Marlborough in Berkshire County, Massachusetts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Southfield
Target entity description: Southfield is a small village located within the rural town of New Marlborough in Berkshire County, Massachusetts.
  • A. Southfield
    Southfield is a suburban city in Oakland County, Michigan, known as a major commercial and business center in the Detroit metropolitan area.
  • B. Farmington Hills
    Farmington Hills is a suburban city in southeastern Michigan, known for its affluent residential communities, strong public schools, and proximity to the Detroit metropolitan area.
  • C. Rochester Hills
    Rochester Hills is a suburban city in Oakland County, Michigan, known for its affluent residential communities, parks, and proximity to the Detroit metropolitan area.
  • D. Sterling Heights, Michigan
    Sterling Heights, Michigan is a large suburban city in Macomb County, part of the Detroit metropolitan area, known for its residential communities and diverse population.
  • E. Dearborn Heights, Michigan
    Dearborn Heights, Michigan is a suburban city in the Detroit metropolitan area known for its residential neighborhoods, diverse population, and proximity to major regional employers and amenities.
  • 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_69c6887b96548190a8a9b3ac8adf4119 completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e4c862f481908d1faf6ed57774f1 completed March 27, 2026, 8:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69c79c8a1d788190b9ad25d6e6c460f7 completed March 28, 2026, 9:16 a.m.
NEDg Description generation batch_69c79d7f00ac8190aa288fe93a3e577a completed March 28, 2026, 9:21 a.m.
NED2 Entity disambiguation (via description) batch_69c79e30940c8190a1bcebc840a4990f completed March 28, 2026, 9:24 a.m.
Created at: March 27, 2026, 2:39 p.m.