Triple

T15368775
Position Surface form Disambiguated ID Type / Status
Subject Mark "Chopper" Read E367486 entity
Predicate notableWork P4 FINISHED
Object Chopper 2: Hits and Memories
Chopper 2: Hits and Memories is a follow-up book by Australian criminal-turned-author Mark "Chopper" Read, continuing his darkly comic and violent autobiographical tales from the underworld.
E1154546 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: Chopper 2: Hits and Memories | Statement: [Mark "Chopper" Read, notableWork, Chopper 2: Hits and Memories]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chopper 2: Hits and Memories
Context triple: [Mark "Chopper" Read, notableWork, Chopper 2: Hits and Memories]
  • A. Chopper
    Chopper is a 2000 Australian crime drama film in which Eric Bana portrays notorious criminal Mark "Chopper" Read.
  • B. Bad Chopper
    Bad Chopper is a punk rock band fronted by former Ramones bassist C.J. Ramone, known for carrying forward the classic punk sound.
  • C. Chopper City
    "Chopper City" is a 1996 debut studio album by New Orleans rapper B.G., known for its gritty depiction of street life and its role in establishing Cash Money Records’ early sound.
  • D. Chopper City in the Ghetto
    "Chopper City in the Ghetto" is a 1999 Southern hip hop album by New Orleans rapper B.G., known for its gritty street narratives and for helping popularize the Cash Money Records sound.
  • E. Chop Shop
    Chop Shop is a critically acclaimed 2007 independent drama film set in Queens, New York, following a young boy working in an auto-body repair district, directed by Ramin Bahrani.
  • 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: Chopper 2: Hits and Memories
Triple: [Mark "Chopper" Read, notableWork, Chopper 2: Hits and Memories]
Generated description
Chopper 2: Hits and Memories is a follow-up book by Australian criminal-turned-author Mark "Chopper" Read, continuing his darkly comic and violent autobiographical tales from the underworld.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chopper 2: Hits and Memories
Target entity description: Chopper 2: Hits and Memories is a follow-up book by Australian criminal-turned-author Mark "Chopper" Read, continuing his darkly comic and violent autobiographical tales from the underworld.
  • A. Chopper
    Chopper is a 2000 Australian crime drama film in which Eric Bana portrays notorious criminal Mark "Chopper" Read.
  • B. Bad Chopper
    Bad Chopper is a punk rock band fronted by former Ramones bassist C.J. Ramone, known for carrying forward the classic punk sound.
  • C. Chopper City
    "Chopper City" is a 1996 debut studio album by New Orleans rapper B.G., known for its gritty depiction of street life and its role in establishing Cash Money Records’ early sound.
  • D. Chopper City in the Ghetto
    "Chopper City in the Ghetto" is a 1999 Southern hip hop album by New Orleans rapper B.G., known for its gritty street narratives and for helping popularize the Cash Money Records sound.
  • E. Chop Shop
    Chop Shop is a critically acclaimed 2007 independent drama film set in Queens, New York, following a young boy working in an auto-body repair district, directed by Ramin Bahrani.
  • 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_69d85a1483788190ad93c2748e8af34b completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e03e4b88a881909f9575c02aed287d completed April 16, 2026, 1:41 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff13457418819088232270b092c969 completed May 9, 2026, 10:58 a.m.
NEDg Description generation batch_69ff142e99e081909d01cac0416f1bde completed May 9, 2026, 11:02 a.m.
NED2 Entity disambiguation (via description) batch_69ff14c61eb08190ba854b541eb1ce14 completed May 9, 2026, 11:04 a.m.
Created at: April 10, 2026, 3:18 a.m.