Triple

T10075714
Position Surface form Disambiguated ID Type / Status
Subject Gerald W. Abrams E213750 entity
Predicate notableWork P4 FINISHED
Object The Cold Heart of a Killer
The Cold Heart of a Killer is a crime novel by Gerald W. Abrams, likely centered on a calculating murderer and the investigation surrounding their crimes.
E839234 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: The Cold Heart of a Killer | Statement: [Gerald W. Abrams, notableWork, The Cold Heart of a Killer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Cold Heart of a Killer
Context triple: [Gerald W. Abrams, notableWork, The Cold Heart of a Killer]
  • A. To Catch a Killer
    To Catch a Killer is a 1992 television crime drama film that chronicles the investigation and capture of serial killer John Wayne Gacy.
  • B. The Child Killer
    The Child Killer is the nickname of Scottish serial murderer Robert Black, notorious for abducting, sexually assaulting, and killing young girls across the UK during the 1970s and 1980s.
  • C. The Murderer Next Door
    The Murderer Next Door is a true-crime psychology book by David M. Buss that explores the evolutionary and emotional roots of homicidal behavior in everyday people.
  • D. 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.
  • E. Experiment in Murder
    Experiment in Murder is a crime novel set within the Capital Crimes series universe, following a high-stakes investigation into a deadly and intricately planned killing.
  • 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: The Cold Heart of a Killer
Triple: [Gerald W. Abrams, notableWork, The Cold Heart of a Killer]
Generated description
The Cold Heart of a Killer is a crime novel by Gerald W. Abrams, likely centered on a calculating murderer and the investigation surrounding their crimes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Cold Heart of a Killer
Target entity description: The Cold Heart of a Killer is a crime novel by Gerald W. Abrams, likely centered on a calculating murderer and the investigation surrounding their crimes.
  • A. To Catch a Killer
    To Catch a Killer is a 1992 television crime drama film that chronicles the investigation and capture of serial killer John Wayne Gacy.
  • B. The Child Killer
    The Child Killer is the nickname of Scottish serial murderer Robert Black, notorious for abducting, sexually assaulting, and killing young girls across the UK during the 1970s and 1980s.
  • C. The Murderer Next Door
    The Murderer Next Door is a true-crime psychology book by David M. Buss that explores the evolutionary and emotional roots of homicidal behavior in everyday people.
  • D. 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.
  • E. Experiment in Murder
    Experiment in Murder is a crime novel set within the Capital Crimes series universe, following a high-stakes investigation into a deadly and intricately planned killing.
  • 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_69ca839add308190b57d53b4ec21f2d0 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cdd0190d808190847ea0fa401ef06c completed April 2, 2026, 2:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69d29ac67cb48190ba53a87c3749a245 completed April 5, 2026, 5:24 p.m.
NEDg Description generation batch_69d29c98e470819098bdf9fa51f40d1f completed April 5, 2026, 5:32 p.m.
NED2 Entity disambiguation (via description) batch_69d29d0190988190891c264556856f60 completed April 5, 2026, 5:33 p.m.
Created at: March 30, 2026, 8:59 p.m.