Triple

T22005825
Position Surface form Disambiguated ID Type / Status
Subject Machine Head E543448 entity
Predicate formerMember P1168 FINISHED
Object Phil Demmel
Phil Demmel is an American heavy metal guitarist best known for his work with the bands Machine Head and Vio-lence.
E1520589 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: Phil Demmel | Statement: [Machine Head, formerMember, Phil Demmel]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Phil Demmel
Context triple: [Machine Head, formerMember, Phil Demmel]
  • A. Todd Demma
    Todd Demma is a musician best known as a member of the American rock band Juliette and the Licks.
  • B. Kirk DeMicco
    Kirk DeMicco is an American screenwriter and film director best known for his work on animated features such as "The Croods."
  • C. Greg Malban
    Greg Malban is best known as the husband of the late American radio and television personality Eleanor Mondale.
  • D. Phil DeVoss
    Phil DeVoss is a fictional character from the romantic comedy-drama film "Elizabethtown," which explores themes of family, failure, and self-discovery.
  • E. Kevin Manthei
    Kevin Manthei is an American composer known for his work on film, television, and video game scores, particularly in the animation and superhero genres.
  • 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: Phil Demmel
Triple: [Machine Head, formerMember, Phil Demmel]
Generated description
Phil Demmel is an American heavy metal guitarist best known for his work with the bands Machine Head and Vio-lence.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Phil Demmel
Target entity description: Phil Demmel is an American heavy metal guitarist best known for his work with the bands Machine Head and Vio-lence.
  • A. Todd Demma
    Todd Demma is a musician best known as a member of the American rock band Juliette and the Licks.
  • B. Kirk DeMicco
    Kirk DeMicco is an American screenwriter and film director best known for his work on animated features such as "The Croods."
  • C. Greg Malban
    Greg Malban is best known as the husband of the late American radio and television personality Eleanor Mondale.
  • D. Phil DeVoss
    Phil DeVoss is a fictional character from the romantic comedy-drama film "Elizabethtown," which explores themes of family, failure, and self-discovery.
  • E. Kevin Manthei
    Kevin Manthei is an American composer known for his work on film, television, and video game scores, particularly in the animation and superhero genres.
  • 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_69e11e2db934819095556760c7d85e4d completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f127a0afa881908318a4ebe211ca28 completed April 28, 2026, 9:33 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a8f0869088190ba060fd6a75db339 completed May 18, 2026, 4:01 a.m.
NEDg Description generation batch_6a0a932243cc8190b015bdf9a6d97fd0 completed May 18, 2026, 4:18 a.m.
NED2 Entity disambiguation (via description) batch_6a0a93a6adbc8190b7075d7ce81fb943 completed May 18, 2026, 4:20 a.m.
Created at: April 16, 2026, 8:21 p.m.