Triple

T19582576
Position Surface form Disambiguated ID Type / Status
Subject Arrie Barker E490031 entity
Predicate notableAssociate P1481 FINISHED
Object Lloyd Barker
Lloyd Barker was a member of the infamous Barker-Karpis Gang, known as one of the most notorious American criminals of the early 20th century.
 E497513 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: Lloyd Barker | Statement: [Arrie Barker, notableAssociate, Lloyd Barker]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Lloyd Barker
Context triple: [Arrie Barker, notableAssociate, Lloyd Barker]
  • A. Lloyd Barker
    Lloyd Barker was an American gangster best known as a member of the notorious Barker–Karpis crime gang during the early 20th century.
  • B. Lester Ballard
    Lester Ballard is the violent, mentally unstable drifter and antihero at the center of Cormac McCarthy’s novel "Child of God," known for his descent into extreme depravity and isolation in rural Tennessee.
  • C. Lloyd Hubler
    Lloyd Hubler is a cinematographer best known for his work on the animated film "Megamind."
  • D. Frank Barnes
    Frank Barnes is the veteran railroad engineer portrayed by Denzel Washington in the 2010 action thriller film "Unstoppable," where he helps avert disaster by stopping a runaway train.
  • E. Cliff Hagan
    Cliff Hagan is an American Hall of Fame basketball player best known for his scoring prowess with the St. Louis Hawks and later as a player-coach in the ABA.
  • 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: Lloyd Barker
Triple: [Arrie Barker, notableAssociate, Lloyd Barker]
Generated description
Lloyd Barker was a member of the infamous Barker-Karpis Gang, known as one of the most notorious American criminals of the early 20th century.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Lloyd Barker
Target entity description: Lloyd Barker was a member of the infamous Barker-Karpis Gang, known as one of the most notorious American criminals of the early 20th century.
  • A. Lloyd Barker chosen
    Lloyd Barker was an American gangster best known as a member of the notorious Barker–Karpis crime gang during the early 20th century.
  • B. Lester Ballard
    Lester Ballard is the violent, mentally unstable drifter and antihero at the center of Cormac McCarthy’s novel "Child of God," known for his descent into extreme depravity and isolation in rural Tennessee.
  • C. Lloyd Hubler
    Lloyd Hubler is a cinematographer best known for his work on the animated film "Megamind."
  • D. Frank Barnes
    Frank Barnes is the veteran railroad engineer portrayed by Denzel Washington in the 2010 action thriller film "Unstoppable," where he helps avert disaster by stopping a runaway train.
  • E. Cliff Hagan
    Cliff Hagan is an American Hall of Fame basketball player best known for his scoring prowess with the St. Louis Hawks and later as a player-coach in the ABA.
  • F. None of above.

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_69d8e8dd9374819098e36349b3211663 completed April 10, 2026, 12:11 p.m.
NER Named-entity recognition batch_69e6404e18f88190b7fec59499dd25e8 completed April 20, 2026, 3:03 p.m.
NED1 Entity disambiguation (via context triple) batch_6a081f1f42bc8190b89152f422a1b0e0 completed May 16, 2026, 7:39 a.m.
NEDg Description generation batch_6a08209695e881908cb1afe6e17cd97d completed May 16, 2026, 7:45 a.m.
NED2 Entity disambiguation (via description) batch_6a08245621948190a7ae6f5e25b08a10 completed May 16, 2026, 8:01 a.m.
Created at: April 10, 2026, 1:42 p.m.