Triple

T19127967
Position Surface form Disambiguated ID Type / Status
Subject Heathers E468235 entity
Predicate characterPortrayed P1507 FINISHED
Object Kim Walker as Heather Chandler
Kim Walker as Heather Chandler refers to the actress’s iconic portrayal of the ruthless and popular leader of the Heathers clique in the 1988 dark comedy film "Heathers."
E1359726 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: Kim Walker as Heather Chandler | Statement: [Heathers, characterPortrayed, Kim Walker as Heather Chandler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kim Walker as Heather Chandler
Context triple: [Heathers, characterPortrayed, Kim Walker as Heather Chandler]
  • A. Jessica Chandler
    Jessica Chandler is a character in the novel and TV miniseries "Nine Perfect Strangers," one of the guests attending a mysterious wellness retreat where hidden tensions and personal struggles come to the surface.
  • B. Susan Chandler
    Susan Chandler is the protagonist of Mary Higgins Clark’s psychological suspense novel "You Belong to Me," a radio psychologist who becomes entangled in a dangerous murder investigation.
  • C. Laura Roberts
    Laura Roberts is known primarily as the wife of American television and film composer Earle Hagen.
  • D. Debbi Morgan
    Debbi Morgan is an American actress best known for her Emmy-winning role as Angie Hubbard on the soap opera "All My Children" and for her work in film and television spanning several decades.
  • E. Vicki Harper
    Vicki Harper is known as the former spouse of Australian film director Phillip Noyce.
  • 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: Kim Walker as Heather Chandler
Triple: [Heathers, characterPortrayed, Kim Walker as Heather Chandler]
Generated description
Kim Walker as Heather Chandler refers to the actress’s iconic portrayal of the ruthless and popular leader of the Heathers clique in the 1988 dark comedy film "Heathers."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kim Walker as Heather Chandler
Target entity description: Kim Walker as Heather Chandler refers to the actress’s iconic portrayal of the ruthless and popular leader of the Heathers clique in the 1988 dark comedy film "Heathers."
  • A. Jessica Chandler
    Jessica Chandler is a character in the novel and TV miniseries "Nine Perfect Strangers," one of the guests attending a mysterious wellness retreat where hidden tensions and personal struggles come to the surface.
  • B. Susan Chandler
    Susan Chandler is the protagonist of Mary Higgins Clark’s psychological suspense novel "You Belong to Me," a radio psychologist who becomes entangled in a dangerous murder investigation.
  • C. Laura Roberts
    Laura Roberts is known primarily as the wife of American television and film composer Earle Hagen.
  • D. Debbi Morgan
    Debbi Morgan is an American actress best known for her Emmy-winning role as Angie Hubbard on the soap opera "All My Children" and for her work in film and television spanning several decades.
  • E. Vicki Harper
    Vicki Harper is known as the former spouse of Australian film director Phillip Noyce.
  • 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_69d8dd0796a48190b34ce4cd9d3f3be5 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5e3ceb5808190b3b53d9e8df3605a completed April 20, 2026, 8:29 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05e67b296c81909818a4c71380fa98 completed May 14, 2026, 3:12 p.m.
NEDg Description generation batch_6a05e9aaa85c81909bdc81145d415716 completed May 14, 2026, 3:26 p.m.
NED2 Entity disambiguation (via description) batch_6a05ea46a9588190846c5a1b8f2bfc12 completed May 14, 2026, 3:29 p.m.
Created at: April 10, 2026, 12:05 p.m.