Triple

T23099082
Position Surface form Disambiguated ID Type / Status
Subject Ted Bundy E575974 entity
Predicate partner P1136 FINISHED
Object Elizabeth Kloepfer
Elizabeth Kloepfer is an American woman best known as the longtime girlfriend of serial killer Ted Bundy, whose memoir and later portrayals helped shape public understanding of his crimes and double life.
E1587834 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: Elizabeth Kloepfer | Statement: [Ted Bundy, partner, Elizabeth Kloepfer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Elizabeth Kloepfer
Context triple: [Ted Bundy, partner, Elizabeth Kloepfer]
  • A. Elizabeth Paepcke
    Elizabeth Paepcke was an American philanthropist and cultural visionary who, with her husband Walter, played a central role in transforming Aspen, Colorado into an international center for arts, ideas, and intellectual dialogue.
  • B. Linda Eichberg
    Linda Eichberg is an American singer and performer best known for her work as a member of the television musical troupe The Golddiggers.
  • C. Mary Scheer
    Mary Scheer is an American actress and comedian best known as an original cast member of the sketch comedy series MADtv and for her extensive work in television and voice acting.
  • D. Anne Schaefer
    Anne Schaefer was an American silent film actress active in the early 20th century, appearing in numerous productions during the 1910s and 1920s.
  • E. Anne Karpf
    Anne Karpf is a British writer, sociologist, and broadcaster known for her work on family life, memory, and the social impact of media and technology.
  • 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: Elizabeth Kloepfer
Triple: [Ted Bundy, partner, Elizabeth Kloepfer]
Generated description
Elizabeth Kloepfer is an American woman best known as the longtime girlfriend of serial killer Ted Bundy, whose memoir and later portrayals helped shape public understanding of his crimes and double life.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Elizabeth Kloepfer
Target entity description: Elizabeth Kloepfer is an American woman best known as the longtime girlfriend of serial killer Ted Bundy, whose memoir and later portrayals helped shape public understanding of his crimes and double life.
  • A. Elizabeth Paepcke
    Elizabeth Paepcke was an American philanthropist and cultural visionary who, with her husband Walter, played a central role in transforming Aspen, Colorado into an international center for arts, ideas, and intellectual dialogue.
  • B. Linda Eichberg
    Linda Eichberg is an American singer and performer best known for her work as a member of the television musical troupe The Golddiggers.
  • C. Mary Scheer
    Mary Scheer is an American actress and comedian best known as an original cast member of the sketch comedy series MADtv and for her extensive work in television and voice acting.
  • D. Anne Schaefer
    Anne Schaefer was an American silent film actress active in the early 20th century, appearing in numerous productions during the 1910s and 1920s.
  • E. Anne Karpf
    Anne Karpf is a British writer, sociologist, and broadcaster known for her work on family life, memory, and the social impact of media and technology.
  • 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_69e245c060b48190a9bd61a47a16db17 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f18de71a088190b91918e6c4ea6e97 completed April 29, 2026, 4:49 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c822f42cc81909ece73ff9a1f96df completed May 19, 2026, 3:30 p.m.
NEDg Description generation batch_6a0ca6eda1f481908482f3a66d576c3c completed May 19, 2026, 6:07 p.m.
NED2 Entity disambiguation (via description) batch_6a0ca7bdf7f08190b50191b029480fc5 completed May 19, 2026, 6:11 p.m.
Created at: April 17, 2026, 3:58 p.m.