Triple

T13037976
Position Surface form Disambiguated ID Type / Status
Subject Greg Kaplan E326612 entity
Predicate coAuthor P398 FINISHED
Object Gianluca Violante
Gianluca Violante is an Italian-born economist known for his research in macroeconomics, labor economics, and household finance, particularly on income risk, inequality, and consumption behavior.
E1020702 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: Gianluca Violante | Statement: [Greg Kaplan, coAuthor, Gianluca Violante]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gianluca Violante
Context triple: [Greg Kaplan, coAuthor, Gianluca Violante]
  • A. Luca Calvani
    Luca Calvani is an Italian actor known for his work in film, television, and theater, including roles in international productions.
  • B. Andrea Di Stefano
    Andrea Di Stefano is an Italian actor and filmmaker known for his roles in international cinema and for directing films such as "Escobar: Paradise Lost."
  • C. Luca Marchetti
    Luca Marchetti is an individual notable enough to be recognized as a bearer of the Italian surname Marchetti, though specific widely known public details about him are not clearly established.
  • D. Niccolò Fabi
    Niccolò Fabi is an Italian singer-songwriter known for his introspective lyrics and influential role in contemporary Italian pop and folk music.
  • E. Gianluca Gregorini
    Gianluca Gregorini is the son of American actress and former model Barbara Bach.
  • 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: Gianluca Violante
Triple: [Greg Kaplan, coAuthor, Gianluca Violante]
Generated description
Gianluca Violante is an Italian-born economist known for his research in macroeconomics, labor economics, and household finance, particularly on income risk, inequality, and consumption behavior.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gianluca Violante
Target entity description: Gianluca Violante is an Italian-born economist known for his research in macroeconomics, labor economics, and household finance, particularly on income risk, inequality, and consumption behavior.
  • A. Luca Calvani
    Luca Calvani is an Italian actor known for his work in film, television, and theater, including roles in international productions.
  • B. Andrea Di Stefano
    Andrea Di Stefano is an Italian actor and filmmaker known for his roles in international cinema and for directing films such as "Escobar: Paradise Lost."
  • C. Luca Marchetti
    Luca Marchetti is an individual notable enough to be recognized as a bearer of the Italian surname Marchetti, though specific widely known public details about him are not clearly established.
  • D. Niccolò Fabi
    Niccolò Fabi is an Italian singer-songwriter known for his introspective lyrics and influential role in contemporary Italian pop and folk music.
  • E. Gianluca Gregorini
    Gianluca Gregorini is the son of American actress and former model Barbara Bach.
  • 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_69d8076cc45c81908123123f43e69266 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d9804b743c8190810dc5c14bc6d912 completed April 10, 2026, 10:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6d5fbaea8819080ca249159d6c125 completed May 3, 2026, 4:58 a.m.
NEDg Description generation batch_69f6d943a80c81909bc39b9a9ef303bd completed May 3, 2026, 5:12 a.m.
NED2 Entity disambiguation (via description) batch_69f6da1e56388190b536831b2c6d493f completed May 3, 2026, 5:16 a.m.
Created at: April 9, 2026, 8:55 p.m.