Triple

T18297255
Position Surface form Disambiguated ID Type / Status
Subject Beverly Lowry E438261 entity
Predicate notableWork P4 FINISHED
Object Who Killed These Girls? Cold Case: The Yogurt Shop Murders
"Who Killed These Girls? Cold Case: The Yogurt Shop Murders" is a true-crime book by Beverly Lowry that investigates the infamous 1991 Austin yogurt shop murders and the long, troubled quest for justice that followed.
E1316785 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: Who Killed These Girls? Cold Case: The Yogurt Shop Murders | Statement: [Beverly Lowry, notableWork, Who Killed These Girls? Cold Case: The Yogurt Shop Murders]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Who Killed These Girls? Cold Case: The Yogurt Shop Murders
Context triple: [Beverly Lowry, notableWork, Who Killed These Girls? Cold Case: The Yogurt Shop Murders]
  • A. The Good Girls: An Ordinary Killing
    The Good Girls: An Ordinary Killing is a nonfiction book that investigates the 2014 murders of two teenage girls in rural India, exploring gender violence, caste, and systemic injustice.
  • B. The Girls: A Shocking Story of Love, Murder and Betrayal
    "The Girls: A Shocking Story of Love, Murder and Betrayal" is a crime novel by John Bowen that delves into a dark, psychologically driven tale of relationships, deception, and violent tragedy.
  • C. The Sleeping Beauty Killer
    The Sleeping Beauty Killer is a crime novel in Mary Higgins Clark and Alafair Burke’s "Under Suspicion" series, following a cold-case TV producer as she re-investigates a notorious murder and the woman long believed to be the killer.
  • D. The G-String Murders
    The G-String Murders is a 1941 mystery novel, often credited to burlesque star Gypsy Rose Lee, that offers a noir-tinged, backstage whodunit set in the world of striptease.
  • E. The Morning Show Murders
    The Morning Show Murders is a mystery novel co-written by television personality and weatherman Al Roker that follows a morning show chef who becomes entangled in a murder investigation.
  • 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: Who Killed These Girls? Cold Case: The Yogurt Shop Murders
Triple: [Beverly Lowry, notableWork, Who Killed These Girls? Cold Case: The Yogurt Shop Murders]
Generated description
"Who Killed These Girls? Cold Case: The Yogurt Shop Murders" is a true-crime book by Beverly Lowry that investigates the infamous 1991 Austin yogurt shop murders and the long, troubled quest for justice that followed.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Who Killed These Girls? Cold Case: The Yogurt Shop Murders
Target entity description: "Who Killed These Girls? Cold Case: The Yogurt Shop Murders" is a true-crime book by Beverly Lowry that investigates the infamous 1991 Austin yogurt shop murders and the long, troubled quest for justice that followed.
  • A. The Good Girls: An Ordinary Killing
    The Good Girls: An Ordinary Killing is a nonfiction book that investigates the 2014 murders of two teenage girls in rural India, exploring gender violence, caste, and systemic injustice.
  • B. The Girls: A Shocking Story of Love, Murder and Betrayal
    "The Girls: A Shocking Story of Love, Murder and Betrayal" is a crime novel by John Bowen that delves into a dark, psychologically driven tale of relationships, deception, and violent tragedy.
  • C. The Sleeping Beauty Killer
    The Sleeping Beauty Killer is a crime novel in Mary Higgins Clark and Alafair Burke’s "Under Suspicion" series, following a cold-case TV producer as she re-investigates a notorious murder and the woman long believed to be the killer.
  • D. The G-String Murders
    The G-String Murders is a 1941 mystery novel, often credited to burlesque star Gypsy Rose Lee, that offers a noir-tinged, backstage whodunit set in the world of striptease.
  • E. The Morning Show Murders
    The Morning Show Murders is a mystery novel co-written by television personality and weatherman Al Roker that follows a morning show chef who becomes entangled in a murder investigation.
  • 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_69d8b915e3e881909125d760c15d0c29 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e5017cc540819096c103a2c72315e6 completed April 19, 2026, 4:23 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03bb5c7e4c8190b360b15b6e6ac677 completed May 12, 2026, 11:44 p.m.
NEDg Description generation batch_6a03bbfa0da481908bb0e388dcbe9913 completed May 12, 2026, 11:47 p.m.
NED2 Entity disambiguation (via description) batch_6a03bd6078b88190887a32099fc31db0 completed May 12, 2026, 11:53 p.m.
Created at: April 10, 2026, 10:35 a.m.