Triple

T14356296
Position Surface form Disambiguated ID Type / Status
Subject Studio Formafantasma E355977 entity
Predicate hasNotableProject P2183 FINISHED
Object 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.
E1095468 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: [Studio Formafantasma, hasNotableProject, Cambio]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cambio
Context triple: [Studio Formafantasma, hasNotableProject, Cambio]
  • A. Cange
    Cange is a rural village in central Haiti known for being a key site of community-based healthcare and development initiatives.
  • B. 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.
  • C. 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.
  • D. Sea Change
    Sea Change is a critically acclaimed 2002 album by American musician Beck, known for its melancholic tone and introspective, folk-influenced songwriting.
  • E. The World Changes
    The World Changes is a 1933 American drama film in which actor William Janney appears alongside a cast led by Paul Muni, depicting the rise of a lumber dynasty across generations.
  • 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: [Studio Formafantasma, hasNotableProject, Cambio]
Generated description
Cambio is a research-driven design project by Studio Formafantasma that critically investigates the environmental, political, and social implications of the global timber industry.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cambio
Target entity description: Cambio is a research-driven design project by Studio Formafantasma that critically investigates the environmental, political, and social implications of the global timber industry.
  • A. Cange
    Cange is a rural village in central Haiti known for being a key site of community-based healthcare and development initiatives.
  • B. 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.
  • C. 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.
  • D. Sea Change
    Sea Change is a critically acclaimed 2002 album by American musician Beck, known for its melancholic tone and introspective, folk-influenced songwriting.
  • E. The World Changes
    The World Changes is a 1933 American drama film in which actor William Janney appears alongside a cast led by Paul Muni, depicting the rise of a lumber dynasty across generations.
  • 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_69d82790a7e08190877e2d349b2e8d8e completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de8f519bf881908615f4d47e0f77aa completed April 14, 2026, 7:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd4c473fa48190866ab946971e971c completed May 8, 2026, 2:36 a.m.
NEDg Description generation batch_69fd4d56b67c8190bc9ecd4f444df780 completed May 8, 2026, 2:41 a.m.
NED2 Entity disambiguation (via description) batch_69fd4e9a678c8190bd1821e6c43a3a1a completed May 8, 2026, 2:46 a.m.
Created at: April 10, 2026, 1:15 a.m.