Triple

T2018
Position Surface form Disambiguated ID Type / Status
Subject Massachusetts E37 entity
Predicate contains P35 FINISHED
Object Amherst, Massachusetts
Amherst, Massachusetts is a New England college town best known as the home of the University of Massachusetts Amherst and Amherst College.
E25328 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: Amherst, Massachusetts | Statement: [Massachusetts, contains, Amherst, Massachusetts]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Amherst, Massachusetts
Context triple: [Massachusetts, contains, Amherst, Massachusetts]
  • A. Cambridge, Massachusetts
    Cambridge, Massachusetts is a historic and academically renowned city just outside Boston, best known for being home to world-leading universities and research institutions.
  • B. Medford, Massachusetts
    Medford, Massachusetts is a historic city just northwest of Boston, known for being the home of Tufts University and for its role in early American colonial and industrial history.
  • C. Concord, Massachusetts
    Concord, Massachusetts is a historic New England town best known as the site of the opening battles of the American Revolutionary War and as a center of 19th-century American literature and transcendentalism.
  • D. Watertown, Massachusetts
    Watertown, Massachusetts is a historic suburban city just west of Boston, known for its early industrial development and significant Armenian-American community.
  • E. Amherst College
    Amherst College is a highly selective private liberal arts college in Amherst, Massachusetts, known for its rigorous academics and open curriculum.
  • 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: Amherst, Massachusetts
Triple: [Massachusetts, contains, Amherst, Massachusetts]
Generated description
Amherst, Massachusetts is a New England college town best known as the home of the University of Massachusetts Amherst and Amherst College.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Amherst, Massachusetts
Target entity description: Amherst, Massachusetts is a New England college town best known as the home of the University of Massachusetts Amherst and Amherst College.
  • A. Cambridge, Massachusetts
    Cambridge, Massachusetts is a historic and academically renowned city just outside Boston, best known for being home to world-leading universities and research institutions.
  • B. Medford, Massachusetts
    Medford, Massachusetts is a historic city just northwest of Boston, known for being the home of Tufts University and for its role in early American colonial and industrial history.
  • C. Concord, Massachusetts
    Concord, Massachusetts is a historic New England town best known as the site of the opening battles of the American Revolutionary War and as a center of 19th-century American literature and transcendentalism.
  • D. Watertown, Massachusetts
    Watertown, Massachusetts is a historic suburban city just west of Boston, known for its early industrial development and significant Armenian-American community.
  • E. Amherst College
    Amherst College is a highly selective private liberal arts college in Amherst, Massachusetts, known for its rigorous academics and open curriculum.
  • 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_69a22cde80848190b62c5f556b4d62ba completed Feb. 27, 2026, 11:46 p.m.
NER Named-entity recognition batch_69a232e673a881909276dbf9c37bbff6 completed Feb. 28, 2026, 12:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69a31c8e1e6481909ebf80444bd01b88 completed Feb. 28, 2026, 4:49 p.m.
NEDg Description generation batch_69a31e9e88488190be61c849bf24e370 completed Feb. 28, 2026, 4:58 p.m.
NED2 Entity disambiguation (via description) batch_69a31ef41e288190b1acb27b0af5177b completed Feb. 28, 2026, 4:59 p.m.
Created at: Feb. 27, 2026, 11:48 p.m.