Triple

T21899850
Position Surface form Disambiguated ID Type / Status
Subject Reggie Love E540778 entity
Predicate opposes P437 FINISHED
Object Barry Muldanno
Barry Muldanno is a fictional Mafia hitman and primary antagonist in John Grisham’s legal thriller novel "The Client."
E1508458 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: Barry Muldanno | Statement: [Reggie Love, opposes, Barry Muldanno]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Barry Muldanno
Context triple: [Reggie Love, opposes, Barry Muldanno]
  • A. Ken Nelson
    Ken Nelson was an influential American record producer best known for his work with country and pop artists at Capitol Records during the mid-20th century.
  • B. Ken Nelson
    Ken Nelson is a British record producer best known for his work with Coldplay, including producing their hit song "Fix You."
  • C. Duncan Kane
    Duncan Kane is a central character from the television series "Veronica Mars," known as Veronica's wealthy ex-boyfriend with a troubled family background and dark secrets.
  • D. William Shields
    William Shields is a personal name shared by multiple notable individuals across fields such as music, politics, and the military.
  • E. Barry Reed
    Barry Reed was an American trial lawyer and novelist best known for writing the legal drama that inspired the film "The Verdict."
  • 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: Barry Muldanno
Triple: [Reggie Love, opposes, Barry Muldanno]
Generated description
Barry Muldanno is a fictional Mafia hitman and primary antagonist in John Grisham’s legal thriller novel "The Client."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Barry Muldanno
Target entity description: Barry Muldanno is a fictional Mafia hitman and primary antagonist in John Grisham’s legal thriller novel "The Client."
  • A. Ken Nelson
    Ken Nelson was an influential American record producer best known for his work with country and pop artists at Capitol Records during the mid-20th century.
  • B. Ken Nelson
    Ken Nelson is a British record producer best known for his work with Coldplay, including producing their hit song "Fix You."
  • C. Duncan Kane
    Duncan Kane is a central character from the television series "Veronica Mars," known as Veronica's wealthy ex-boyfriend with a troubled family background and dark secrets.
  • D. William Shields
    William Shields is a personal name shared by multiple notable individuals across fields such as music, politics, and the military.
  • E. Barry Reed
    Barry Reed was an American trial lawyer and novelist best known for writing the legal drama that inspired the film "The Verdict."
  • 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_69e0c47b4e8c81908c8076eaa4c8e4f2 completed April 16, 2026, 11:14 a.m.
NER Named-entity recognition batch_69f11fca2bf88190b2a5b912aa102513 completed April 28, 2026, 8:59 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a5a04ffb88190b60422329c11fe58 completed May 18, 2026, 12:15 a.m.
NEDg Description generation batch_6a0a5dc336448190af4ef12bd04f2254 completed May 18, 2026, 12:30 a.m.
NED2 Entity disambiguation (via description) batch_6a0a5ea822cc8190825f183896a3e1c4 completed May 18, 2026, 12:34 a.m.
Created at: April 16, 2026, 7:07 p.m.