Triple

T14653367
Position Surface form Disambiguated ID Type / Status
Subject Ghoulies E344047 entity
Predicate director P255 FINISHED
Object Luca Bercovici
Luca Bercovici is an American filmmaker and actor best known for his work in 1980s horror cinema, including directing the cult creature feature "Ghoulies."
E1111993 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: Luca Bercovici | Statement: [Ghoulies, director, Luca Bercovici]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Luca Bercovici
Context triple: [Ghoulies, director, Luca Bercovici]
  • A. Mario Hezonja
    Mario Hezonja is a Croatian professional basketball player known for his athletic wing play and stints in both the NBA and top European leagues.
  • B. Luca Calvani
    Luca Calvani is an Italian actor known for his work in film, television, and theater, including roles in international productions.
  • C. Luca Villani
    Luca Villani is an individual notable enough to be recognized as a bearer of the surname Villani, though specific widely known public details about him are not clearly established.
  • D. Bojan Bazelli
    Bojan Bazelli is a renowned cinematographer known for his visually striking and atmospheric work on films such as "Spectral," "A Cure for Wellness," and collaborations with directors like Gore Verbinski.
  • E. Matteo Rossi
    Matteo Rossi is a common Italian personal name that may refer to multiple individuals across fields such as sports, arts, or public life.
  • 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: Luca Bercovici
Triple: [Ghoulies, director, Luca Bercovici]
Generated description
Luca Bercovici is an American filmmaker and actor best known for his work in 1980s horror cinema, including directing the cult creature feature "Ghoulies."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Luca Bercovici
Target entity description: Luca Bercovici is an American filmmaker and actor best known for his work in 1980s horror cinema, including directing the cult creature feature "Ghoulies."
  • A. Mario Hezonja
    Mario Hezonja is a Croatian professional basketball player known for his athletic wing play and stints in both the NBA and top European leagues.
  • B. Luca Calvani
    Luca Calvani is an Italian actor known for his work in film, television, and theater, including roles in international productions.
  • C. Luca Villani
    Luca Villani is an individual notable enough to be recognized as a bearer of the surname Villani, though specific widely known public details about him are not clearly established.
  • D. Bojan Bazelli
    Bojan Bazelli is a renowned cinematographer known for his visually striking and atmospheric work on films such as "Spectral," "A Cure for Wellness," and collaborations with directors like Gore Verbinski.
  • E. Matteo Rossi
    Matteo Rossi is a common Italian personal name that may refer to multiple individuals across fields such as sports, arts, or public life.
  • 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_69d822e1a2cc81908e5bb93cf61ce3cc completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb518f7dc8190877997ea4cd3eed2 completed April 14, 2026, 9:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69fdd5db85648190b0e5b1c0827fa9f4 completed May 8, 2026, 12:23 p.m.
NEDg Description generation batch_69fdd6ed699c8190919677dcdf2d24d9 completed May 8, 2026, 12:28 p.m.
NED2 Entity disambiguation (via description) batch_69fdd79198108190a3e640eca97b082b completed May 8, 2026, 12:31 p.m.
Created at: April 10, 2026, 1:27 a.m.