Triple

T6202195
Position Surface form Disambiguated ID Type / Status
Subject Freaky Friday (2003 film) E138660 entity
Predicate screenwriter P2831 FINISHED
Object Heather Hach
Heather Hach is an American screenwriter and librettist best known for co-writing the 2003 film adaptation of "Freaky Friday" and the book for the Broadway musical "Legally Blonde."
E578637 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: Heather Hach | Statement: [Freaky Friday (2003 film), screenwriter, Heather Hach]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heather Hach
Context triple: [Freaky Friday (2003 film), screenwriter, Heather Hach]
  • A. Heather Kadin
    Heather Kadin is an American television producer known for her work on genre series such as Sleepy Hollow and multiple projects with J.J. Abrams’ Bad Robot Productions.
  • B. Heather Hopper
    Heather Hopper is an American former child actress best known for her role on the late-1980s Disney Channel series "Good Morning, Miss Bliss," the precursor to "Saved by the Bell."
  • C. Heather DeLoach
    Heather DeLoach is an American actress best known for playing the iconic "bee girl" in Blind Melon's "No Rain" music video.
  • D. Heather Zichal
    Heather Zichal is an American climate and energy policy expert who served as a senior adviser in the Obama administration, particularly on environmental and clean energy initiatives.
  • E. Heather Wahlquist
    Heather Wahlquist is an American actress and screenwriter known for her collaborations with filmmaker Nick Cassavetes, including roles in films such as "Alpha Dog."
  • 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: Heather Hach
Triple: [Freaky Friday (2003 film), screenwriter, Heather Hach]
Generated description
Heather Hach is an American screenwriter and librettist best known for co-writing the 2003 film adaptation of "Freaky Friday" and the book for the Broadway musical "Legally Blonde."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heather Hach
Target entity description: Heather Hach is an American screenwriter and librettist best known for co-writing the 2003 film adaptation of "Freaky Friday" and the book for the Broadway musical "Legally Blonde."
  • A. Heather Kadin
    Heather Kadin is an American television producer known for her work on genre series such as Sleepy Hollow and multiple projects with J.J. Abrams’ Bad Robot Productions.
  • B. Heather Hopper
    Heather Hopper is an American former child actress best known for her role on the late-1980s Disney Channel series "Good Morning, Miss Bliss," the precursor to "Saved by the Bell."
  • C. Heather DeLoach
    Heather DeLoach is an American actress best known for playing the iconic "bee girl" in Blind Melon's "No Rain" music video.
  • D. Heather Zichal
    Heather Zichal is an American climate and energy policy expert who served as a senior adviser in the Obama administration, particularly on environmental and clean energy initiatives.
  • E. Heather Wahlquist
    Heather Wahlquist is an American actress and screenwriter known for her collaborations with filmmaker Nick Cassavetes, including roles in films such as "Alpha Dog."
  • 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_69c008acbea48190991c6b834bb45d65 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c0626a32908190a3332008aee2e4a9 completed March 22, 2026, 9:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69c20d96415c8190b0c5c7f9fd19f5be completed March 24, 2026, 4:05 a.m.
NEDg Description generation batch_69c214980bbc8190b188b3c821ea13ea completed March 24, 2026, 4:35 a.m.
NED2 Entity disambiguation (via description) batch_69c2157d43048190a0376cdc9024c5f9 completed March 24, 2026, 4:39 a.m.
Created at: March 22, 2026, 4:20 p.m.