Triple

T3051449
Position Surface form Disambiguated ID Type / Status
Subject Clueless E83579 entity
Predicate director P255 FINISHED
Object Amy Heckerling
Amy Heckerling is an American film director, producer, and screenwriter best known for influential comedies such as "Fast Times at Ridgemont High" and "Clueless."
E322250 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: Amy Heckerling | Statement: [Clueless, director, Amy Heckerling]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Amy Heckerling
Context triple: [Clueless, director, Amy Heckerling]
  • A. Lee Russell
    Lee Russell was an American photographer known for his work documenting rural life and poverty in the United States as part of the Farm Security Administration project during the Great Depression.
  • B. Joan Micklin Silver
    Joan Micklin Silver was an American film director and screenwriter known for her independent, character-driven films such as "Hester Street" and "Crossing Delancey."
  • C. Kasi Lemmons
    Kasi Lemmons is an American film director, screenwriter, and actress known for works such as "Eve's Bayou," "Harriet," and other character-driven dramas exploring African American experiences.
  • D. Robin Swicord
    Robin Swicord is an American screenwriter and director known for her literary adaptations, including films such as Little Women (1994), Memoirs of a Geisha, and The Curious Case of Benjamin Button.
  • E. Mary Forman
    Mary Forman is known primarily as the spouse of civil rights leader and activist James Forman.
  • 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: Amy Heckerling
Triple: [Clueless, director, Amy Heckerling]
Generated description
Amy Heckerling is an American film director, producer, and screenwriter best known for influential comedies such as "Fast Times at Ridgemont High" and "Clueless."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Amy Heckerling
Target entity description: Amy Heckerling is an American film director, producer, and screenwriter best known for influential comedies such as "Fast Times at Ridgemont High" and "Clueless."
  • A. Lee Russell
    Lee Russell was an American photographer known for his work documenting rural life and poverty in the United States as part of the Farm Security Administration project during the Great Depression.
  • B. Joan Micklin Silver
    Joan Micklin Silver was an American film director and screenwriter known for her independent, character-driven films such as "Hester Street" and "Crossing Delancey."
  • C. Kasi Lemmons
    Kasi Lemmons is an American film director, screenwriter, and actress known for works such as "Eve's Bayou," "Harriet," and other character-driven dramas exploring African American experiences.
  • D. Robin Swicord
    Robin Swicord is an American screenwriter and director known for her literary adaptations, including films such as Little Women (1994), Memoirs of a Geisha, and The Curious Case of Benjamin Button.
  • E. Mary Forman
    Mary Forman is known primarily as the spouse of civil rights leader and activist James Forman.
  • 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_69ad8b24924c8190a9bb6f61d519e4ae completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad9bf274f88190a759f9ce3da47c35 completed March 8, 2026, 3:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69b1eefd3860819085cefea633b5dca9 completed March 11, 2026, 10:38 p.m.
NEDg Description generation batch_69b1efa8c11081908661b33e465e11bc completed March 11, 2026, 10:41 p.m.
NED2 Entity disambiguation (via description) batch_69b1f05e44e08190be8b194938b6c1c7 completed March 11, 2026, 10:44 p.m.
Created at: March 8, 2026, 3:01 p.m.