Triple

T22123971
Position Surface form Disambiguated ID Type / Status
Subject Fear Factory E546744 entity
Predicate hasFormerMember P1168 FINISHED
Object Andrew Shives
Andrew Shives is a musician best known as an early bassist for the American industrial metal band Fear Factory.
E1520678 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: Andrew Shives | Statement: [Fear Factory, hasFormerMember, Andrew Shives]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Andrew Shives
Context triple: [Fear Factory, hasFormerMember, Andrew Shives]
  • A. Matthew Shafer
    Matthew Shafer is an American writer known for his work on the animated series "Cowboy Bebop" and related projects.
  • B. Matthew Shafer
    Matthew Shafer, better known by his stage name Uncle Kracker, is an American singer-songwriter and musician recognized for his blend of rock, country, and pop influences.
  • C. David Schisgall
    David Schisgall is an American screenwriter and filmmaker known for his work on both narrative features and documentaries, including co-writing the comedy film "Our Idiot Brother."
  • D. Jonathan Sheffer
    Jonathan Sheffer is an American composer and conductor known for his work on film scores, concert music, and as the founder of the Eos Orchestra.
  • E. Mark Shivas
    Mark Shivas was a British television and film producer known for his influential work at the BBC and involvement in notable British dramas and comedies.
  • 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: Andrew Shives
Triple: [Fear Factory, hasFormerMember, Andrew Shives]
Generated description
Andrew Shives is a musician best known as an early bassist for the American industrial metal band Fear Factory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Andrew Shives
Target entity description: Andrew Shives is a musician best known as an early bassist for the American industrial metal band Fear Factory.
  • A. Matthew Shafer
    Matthew Shafer is an American writer known for his work on the animated series "Cowboy Bebop" and related projects.
  • B. Matthew Shafer
    Matthew Shafer, better known by his stage name Uncle Kracker, is an American singer-songwriter and musician recognized for his blend of rock, country, and pop influences.
  • C. David Schisgall
    David Schisgall is an American screenwriter and filmmaker known for his work on both narrative features and documentaries, including co-writing the comedy film "Our Idiot Brother."
  • D. Jonathan Sheffer
    Jonathan Sheffer is an American composer and conductor known for his work on film scores, concert music, and as the founder of the Eos Orchestra.
  • E. Mark Shivas
    Mark Shivas was a British television and film producer known for his influential work at the BBC and involvement in notable British dramas and comedies.
  • 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_69e11e39bf348190b541bfa16a7b71e0 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f1298016e081909d00015ca516d9fd completed April 28, 2026, 9:41 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a8f21bf1881909efdda72f353b58b completed May 18, 2026, 4:01 a.m.
NEDg Description generation batch_6a0a932edc2c81909c014a21ac087cbd 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, 8:31 p.m.