Triple

T6022774
Position Surface form Disambiguated ID Type / Status
Subject Megadeth E134102 entity
Predicate member P10 FINISHED
Object James LoMenzo
James LoMenzo is an American bassist best known for his work with heavy metal bands such as Megadeth, White Lion, and Black Label Society.
E565273 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: James LoMenzo | Statement: [Megadeth, member, James LoMenzo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: James LoMenzo
Context triple: [Megadeth, member, James LoMenzo]
  • A. Glenn Ficarra
    Glenn Ficarra is an American filmmaker and screenwriter best known for co-writing and directing films such as "Crazy, Stupid, Love" and "I Love You Phillip Morris," often in collaboration with John Requa.
  • B. Charles Roven
    Charles Roven is an American film producer known for his work on major Hollywood blockbusters, including Christopher Nolan’s films such as Oppenheimer and The Dark Knight trilogy.
  • C. James DeMonaco
    James DeMonaco is an American filmmaker and screenwriter best known for creating and writing the dystopian horror franchise "The Purge."
  • D. George Russo
    George Russo is an actor known for his role in the film "The Time of Angels."
  • E. Mike Jost
    Mike Jost is a musician best known as the drummer for the punk rock band Helmet.
  • 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: James LoMenzo
Triple: [Megadeth, member, James LoMenzo]
Generated description
James LoMenzo is an American bassist best known for his work with heavy metal bands such as Megadeth, White Lion, and Black Label Society.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: James LoMenzo
Target entity description: James LoMenzo is an American bassist best known for his work with heavy metal bands such as Megadeth, White Lion, and Black Label Society.
  • A. Glenn Ficarra
    Glenn Ficarra is an American filmmaker and screenwriter best known for co-writing and directing films such as "Crazy, Stupid, Love" and "I Love You Phillip Morris," often in collaboration with John Requa.
  • B. Charles Roven
    Charles Roven is an American film producer known for his work on major Hollywood blockbusters, including Christopher Nolan’s films such as Oppenheimer and The Dark Knight trilogy.
  • C. James DeMonaco
    James DeMonaco is an American filmmaker and screenwriter best known for creating and writing the dystopian horror franchise "The Purge."
  • D. George Russo
    George Russo is an actor known for his role in the film "The Time of Angels."
  • E. Mike Jost
    Mike Jost is a musician best known as the drummer for the punk rock band Helmet.
  • 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_69c008742a5c8190b9cb9c2787a3d8b3 completed March 22, 2026, 3:19 p.m.
NER Named-entity recognition batch_69c04fbd7978819085d683578bc62aa3 completed March 22, 2026, 8:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69c1136da26081909b753fa8a2a91084 completed March 23, 2026, 10:18 a.m.
NEDg Description generation batch_69c1174ff40c8190b19011a46eadea70 completed March 23, 2026, 10:34 a.m.
NED2 Entity disambiguation (via description) batch_69c117a46d3881908267431287814acd completed March 23, 2026, 10:36 a.m.
Created at: March 22, 2026, 4:07 p.m.