Triple

T20123642
Position Surface form Disambiguated ID Type / Status
Subject Isocracy E490681 entity
Predicate hasMember P10 FINISHED
Object Martin Brohm
Martin Brohm is a musician best known as a member of the American punk rock band Isocracy, part of the late-1980s East Bay punk scene.
 E1451501 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: Martin Brohm | Statement: [Isocracy, hasMember, Martin Brohm]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Martin Brohm
Context triple: [Isocracy, hasMember, Martin Brohm]
  • A. Martin Bruhn
    Martin Bruhn is an individual notable enough to be recognized as a namesake of the surname Bruhn, though specific widely known biographical details are not readily documented.
  • B. Michael Bruhn
    Michael Bruhn is a person notable enough to be recognized as a namesake of the surname Bruhn, though specific widely known public details about him are not clearly established.
  • C. Carl Broemel
    Carl Broemel is an American guitarist, singer-songwriter, and multi-instrumentalist best known as a longtime member of the rock band My Morning Jacket.
  • D. Paul Bruhn
    Paul Bruhn is a historic preservation advocate known for his long-time leadership of the Preservation Trust of Vermont, where he worked to revitalize downtowns and protect the state's architectural heritage.
  • E. Martin Senger
    Martin Senger is a bioinformatician and software developer known for his contributions to open-source tools and standards in life sciences and computational biology.
  • 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: Martin Brohm
Triple: [Isocracy, hasMember, Martin Brohm]
Generated description
Martin Brohm is a musician best known as a member of the American punk rock band Isocracy, part of the late-1980s East Bay punk scene.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Martin Brohm
Target entity description: Martin Brohm is a musician best known as a member of the American punk rock band Isocracy, part of the late-1980s East Bay punk scene.
  • A. Martin Bruhn
    Martin Bruhn is an individual notable enough to be recognized as a namesake of the surname Bruhn, though specific widely known biographical details are not readily documented.
  • B. Michael Bruhn
    Michael Bruhn is a person notable enough to be recognized as a namesake of the surname Bruhn, though specific widely known public details about him are not clearly established.
  • C. Carl Broemel
    Carl Broemel is an American guitarist, singer-songwriter, and multi-instrumentalist best known as a longtime member of the rock band My Morning Jacket.
  • D. Paul Bruhn
    Paul Bruhn is a historic preservation advocate known for his long-time leadership of the Preservation Trust of Vermont, where he worked to revitalize downtowns and protect the state's architectural heritage.
  • E. Martin Senger
    Martin Senger is a bioinformatician and software developer known for his contributions to open-source tools and standards in life sciences and computational biology.
  • 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_69da62651a0c8190a3e05e95e056a66b completed April 11, 2026, 3:01 p.m.
NER Named-entity recognition batch_69e6674054188190a15d55a73e86d143 completed April 20, 2026, 5:49 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08f8a248248190b739bffba2d40afb completed May 16, 2026, 11:07 p.m.
NEDg Description generation batch_6a08fd01f8008190948668995b3616e0 completed May 16, 2026, 11:25 p.m.
NED2 Entity disambiguation (via description) batch_6a08fd71000c8190b72164d00be3be4d completed May 16, 2026, 11:27 p.m.
Created at: April 11, 2026, 11:30 p.m.