Triple

T13004544
Position Surface form Disambiguated ID Type / Status
Subject Amy Heckerling E322250 entity
Predicate familyName P18 FINISHED
Object Heckerling
Heckerling is the surname of American film director and screenwriter Amy Heckerling, known for works like "Fast Times at Ridgemont High" and "Clueless."
E1016156 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: Heckerling | Statement: [Amy Heckerling, familyName, Heckerling]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heckerling
Context triple: [Amy Heckerling, familyName, Heckerling]
  • A. Shankman
    Shankman is a surname most notably associated with American film director and choreographer Adam Shankman.
  • B. Stockach
    Stockach is a small town in southern Germany’s Baden-Württemberg state, situated near Lake Constance and known historically as a regional administrative and market center.
  • C. Bad Chopper
    Bad Chopper is a punk rock band fronted by former Ramones bassist C.J. Ramone, known for carrying forward the classic punk sound.
  • D. Dakiti
    "Dakiti" is a globally popular reggaeton track by Puerto Rican artist Bad Bunny, known for its smooth, atmospheric production and chart-topping success.
  • E. Zabivaka
    Zabivaka is the wolf character that served as the official mascot for major international football tournaments hosted by Russia, including the 2018 FIFA World Cup.
  • 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: Heckerling
Triple: [Amy Heckerling, familyName, Heckerling]
Generated description
Heckerling is the surname of American film director and screenwriter Amy Heckerling, known for works like "Fast Times at Ridgemont High" and "Clueless."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heckerling
Target entity description: Heckerling is the surname of American film director and screenwriter Amy Heckerling, known for works like "Fast Times at Ridgemont High" and "Clueless."
  • A. Shankman
    Shankman is a surname most notably associated with American film director and choreographer Adam Shankman.
  • B. Stockach
    Stockach is a small town in southern Germany’s Baden-Württemberg state, situated near Lake Constance and known historically as a regional administrative and market center.
  • C. Bad Chopper
    Bad Chopper is a punk rock band fronted by former Ramones bassist C.J. Ramone, known for carrying forward the classic punk sound.
  • D. Dakiti
    "Dakiti" is a globally popular reggaeton track by Puerto Rican artist Bad Bunny, known for its smooth, atmospheric production and chart-topping success.
  • E. Zabivaka
    Zabivaka is the wolf character that served as the official mascot for major international football tournaments hosted by Russia, including the 2018 FIFA World Cup.
  • 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_69d807657e8c8190bd9435ee2f823845 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d97e9a2a448190968833354280e474 completed April 10, 2026, 10:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6c107f990819093042560b1bc4473 completed May 3, 2026, 3:29 a.m.
NEDg Description generation batch_69f6c43bc75c8190887b8135fbc8bbb5 completed May 3, 2026, 3:42 a.m.
NED2 Entity disambiguation (via description) batch_69f6c50cf3c08190b1ef6379f1f96201 completed May 3, 2026, 3:46 a.m.
Created at: April 9, 2026, 8:47 p.m.