Triple

T89413
Position Surface form Disambiguated ID Type / Status
Subject Pioneer Valley E1797 entity
Predicate contains P35 FINISHED
Object Ludlow, Massachusetts
Ludlow, Massachusetts is a suburban town in western Massachusetts known for its strong Portuguese-American community, historic mills, and location just east of Springfield.
E306424 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: Ludlow, Massachusetts | Statement: [Pioneer Valley, contains, Ludlow, Massachusetts]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ludlow, Massachusetts
Context triple: [Pioneer Valley, contains, Ludlow, Massachusetts]
  • A. Holyoke, Massachusetts
    Holyoke, Massachusetts is a historic industrial city in western Massachusetts known for its early planned mill town design and significant role in the paper manufacturing industry.
  • B. Lexington, Massachusetts
    Lexington, Massachusetts is a historic New England town best known as the site where the first shots of the American Revolutionary War were fired at the Battle of Lexington in 1775.
  • C. Westfield, Massachusetts
    Westfield, Massachusetts is a small city in western Massachusetts known for its historic downtown, proximity to the Berkshires, and home to Westfield State University.
  • D. Lynn, Massachusetts
    Lynn, Massachusetts is a historic coastal city just north of Boston known for its industrial past, diverse population, and oceanfront parks.
  • E. Hadley, Massachusetts
    Hadley, Massachusetts is a small New England town in western Massachusetts known for its rich agricultural heritage, historic character, and location along the Connecticut River.
  • 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: Ludlow, Massachusetts
Triple: [Pioneer Valley, contains, Ludlow, Massachusetts]
Generated description
Ludlow, Massachusetts is a suburban town in western Massachusetts known for its strong Portuguese-American community, historic mills, and location just east of Springfield.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ludlow, Massachusetts
Target entity description: Ludlow, Massachusetts is a suburban town in western Massachusetts known for its strong Portuguese-American community, historic mills, and location just east of Springfield.
  • A. Holyoke, Massachusetts
    Holyoke, Massachusetts is a historic industrial city in western Massachusetts known for its early planned mill town design and significant role in the paper manufacturing industry.
  • B. Lexington, Massachusetts
    Lexington, Massachusetts is a historic New England town best known as the site where the first shots of the American Revolutionary War were fired at the Battle of Lexington in 1775.
  • C. Westfield, Massachusetts
    Westfield, Massachusetts is a small city in western Massachusetts known for its historic downtown, proximity to the Berkshires, and home to Westfield State University.
  • D. Lynn, Massachusetts
    Lynn, Massachusetts is a historic coastal city just north of Boston known for its industrial past, diverse population, and oceanfront parks.
  • E. Hadley, Massachusetts
    Hadley, Massachusetts is a small New England town in western Massachusetts known for its rich agricultural heritage, historic character, and location along the Connecticut River.
  • 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_69a24d1a97dc819094e6c021fe9b05a7 completed Feb. 28, 2026, 2:04 a.m.
NER Named-entity recognition batch_69a383e3575c8190932dcdc25503d06e completed March 1, 2026, 12:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69b01ccc410c819094800b656937b61e completed March 10, 2026, 1:29 p.m.
NEDg Description generation batch_69b020a6f0a48190b89b0f0f63b0a6ce completed March 10, 2026, 1:46 p.m.
NED2 Entity disambiguation (via description) batch_69b0216e565c819095b849d072813029 completed March 10, 2026, 1:49 p.m.
Created at: Feb. 28, 2026, 2:07 a.m.