Triple

T20415726
Position Surface form Disambiguated ID Type / Status
Subject Lucentio E500706 entity
Predicate disguisedAs P20150 FINISHED
Object Cambio
Cambio is the alias adopted by Lucentio when he disguises himself as a tutor in William Shakespeare’s comedy "The Taming of the Shrew."
E1430371 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: Cambio | Statement: [Lucentio, disguisedAs, Cambio]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cambio
Context triple: [Lucentio, disguisedAs, Cambio]
  • A. Cambio
    Cambio is a research-driven design project by Studio Formafantasma that critically investigates the environmental, political, and social implications of the global timber industry.
  • B. Cange
    Cange is a rural village in central Haiti known for being a key site of community-based healthcare and development initiatives.
  • C. Changez
    Changez is the introspective Pakistani narrator of Mohsin Hamid’s novel "The Reluctant Fundamentalist," whose experiences in post-9/11 America lead him to critically reassess his identity, loyalties, and relationship with the West.
  • D. Arte del Cambio
    Arte del Cambio was a prominent Florentine guild of money changers and bankers that played a key role in the city’s medieval commercial and financial life.
  • E. Sea Change
    Sea Change is a critically acclaimed 2002 album by American musician Beck, known for its melancholic tone and introspective, folk-influenced songwriting.
  • 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: Cambio
Triple: [Lucentio, disguisedAs, Cambio]
Generated description
Cambio is the alias adopted by Lucentio when he disguises himself as a tutor in William Shakespeare’s comedy "The Taming of the Shrew."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cambio
Target entity description: Cambio is the alias adopted by Lucentio when he disguises himself as a tutor in William Shakespeare’s comedy "The Taming of the Shrew."
  • A. Cambio
    Cambio is a research-driven design project by Studio Formafantasma that critically investigates the environmental, political, and social implications of the global timber industry.
  • B. Cange
    Cange is a rural village in central Haiti known for being a key site of community-based healthcare and development initiatives.
  • C. Changez
    Changez is the introspective Pakistani narrator of Mohsin Hamid’s novel "The Reluctant Fundamentalist," whose experiences in post-9/11 America lead him to critically reassess his identity, loyalties, and relationship with the West.
  • D. Arte del Cambio
    Arte del Cambio was a prominent Florentine guild of money changers and bankers that played a key role in the city’s medieval commercial and financial life.
  • E. Sea Change
    Sea Change is a critically acclaimed 2002 album by American musician Beck, known for its melancholic tone and introspective, folk-influenced songwriting.
  • 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_69e0b4a935588190b9446a99b37ced44 completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e67a437eec8190a20c89a236dd5bc0 completed April 20, 2026, 7:10 p.m.
NED1 Entity disambiguation (via context triple) batch_6a087b284bb8819090f76ec27116c619 completed May 16, 2026, 2:11 p.m.
NEDg Description generation batch_6a08801702488190ba3122edb09cdaab completed May 16, 2026, 2:32 p.m.
NED2 Entity disambiguation (via description) batch_6a08811c9af081908d898134bf80452e completed May 16, 2026, 2:37 p.m.
Created at: April 16, 2026, 11:30 a.m.