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.