Triple

T5045575
Position Surface form Disambiguated ID Type / Status
Subject Twenty One Pilots E113652 entity
Predicate hasMember P10 FINISHED
Object Tyler Joseph
Tyler Joseph is an American singer, songwriter, and multi-instrumentalist best known as the frontman of the musical duo Twenty One Pilots.
 E488749 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: Tyler Joseph | Statement: [Twenty One Pilots, hasMember, Tyler Joseph]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tyler Joseph
Context triple: [Twenty One Pilots, hasMember, Tyler Joseph]
  • A. Brendon Urie
    Brendon Urie is an American singer, songwriter, and multi-instrumentalist best known as the lead vocalist and last remaining member of the pop rock band Panic! at the Disco.
  • B. Nate Ruess
    Nate Ruess is an American singer-songwriter best known as the lead vocalist of the band fun. and for his hit collaborations in pop music.
  • C. Cody Hanson
    Cody Hanson is an American drummer best known as a founding member of the rock band Hinder.
  • D. Nico Segal
    Nico Segal is an American trumpeter and producer best known for his work with Chance the Rapper and as a member of the band Kids These Days.
  • E. Mac Miller
    Mac Miller was an American rapper, singer, and producer known for his introspective lyrics, evolving musical style, and influential presence in 2010s hip hop.
  • 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: Tyler Joseph
Triple: [Twenty One Pilots, hasMember, Tyler Joseph]
Generated description
Tyler Joseph is an American singer, songwriter, and multi-instrumentalist best known as the frontman of the musical duo Twenty One Pilots.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tyler Joseph
Target entity description: Tyler Joseph is an American singer, songwriter, and multi-instrumentalist best known as the frontman of the musical duo Twenty One Pilots.
  • A. Brendon Urie
    Brendon Urie is an American singer, songwriter, and multi-instrumentalist best known as the lead vocalist and last remaining member of the pop rock band Panic! at the Disco.
  • B. Nate Ruess
    Nate Ruess is an American singer-songwriter best known as the lead vocalist of the band fun. and for his hit collaborations in pop music.
  • C. Cody Hanson
    Cody Hanson is an American drummer best known as a founding member of the rock band Hinder.
  • D. Nico Segal
    Nico Segal is an American trumpeter and producer best known for his work with Chance the Rapper and as a member of the band Kids These Days.
  • E. Mac Miller
    Mac Miller was an American rapper, singer, and producer known for his introspective lyrics, evolving musical style, and influential presence in 2010s hip hop.
  • 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_69bd44391fc48190a311ce9c826c209b completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd73fe99688190961708f5d8eb6bff completed March 20, 2026, 4:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69be9c8e1fc481908faf1042ee7f49e9 completed March 21, 2026, 1:26 p.m.
NEDg Description generation batch_69be9d517df88190bcd682badaca96c8 completed March 21, 2026, 1:29 p.m.
NED2 Entity disambiguation (via description) batch_69be9dea9de48190805b1e3527b47a00 completed March 21, 2026, 1:32 p.m.
Created at: March 20, 2026, 1:37 p.m.