Triple

T20666883
Position Surface form Disambiguated ID Type / Status
Subject Agnostic Front E507915 entity
Predicate hasFormerMember P1168 FINISHED
Object Will Shepler
Will Shepler is an American drummer best known for his work in the influential New York hardcore punk scene, particularly during his tenure with Agnostic Front.
E1444621 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: Will Shepler | Statement: [Agnostic Front, hasFormerMember, Will Shepler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Will Shepler
Context triple: [Agnostic Front, hasFormerMember, Will Shepler]
  • A. Brad Wilhite
    Brad Wilhite is a film editor known for his work on major studio comedies, including the holiday sequel "Daddy's Home 2."
  • B. Mark Salter
    Mark Salter is an American speechwriter and author best known for his long-time collaboration with Senator John McCain on several memoirs and political books.
  • C. Phil Klemmer
    Phil Klemmer is an American television writer and producer best known for his work on genre series such as DC's Legends of Tomorrow and Chuck.
  • D. Frank Lanning
    Frank Lanning was an American character actor of the silent film era, known for his supporting roles in numerous Westerns and early Hollywood productions.
  • E. Paul D. Millspaugh
    Paul D. Millspaugh is an editor known for his work on the film "The Perfect Holiday."
  • 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: Will Shepler
Triple: [Agnostic Front, hasFormerMember, Will Shepler]
Generated description
Will Shepler is an American drummer best known for his work in the influential New York hardcore punk scene, particularly during his tenure with Agnostic Front.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Will Shepler
Target entity description: Will Shepler is an American drummer best known for his work in the influential New York hardcore punk scene, particularly during his tenure with Agnostic Front.
  • A. Brad Wilhite
    Brad Wilhite is a film editor known for his work on major studio comedies, including the holiday sequel "Daddy's Home 2."
  • B. Mark Salter
    Mark Salter is an American speechwriter and author best known for his long-time collaboration with Senator John McCain on several memoirs and political books.
  • C. Phil Klemmer
    Phil Klemmer is an American television writer and producer best known for his work on genre series such as DC's Legends of Tomorrow and Chuck.
  • D. Frank Lanning
    Frank Lanning was an American character actor of the silent film era, known for his supporting roles in numerous Westerns and early Hollywood productions.
  • E. Paul D. Millspaugh
    Paul D. Millspaugh is an editor known for his work on the film "The Perfect Holiday."
  • 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_69e0b4c059bc81908ea762cd73ea4424 completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6b5c39dd48190965d65537592aef6 completed April 20, 2026, 11:24 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08cd5fc3e081909087414333b2615e completed May 16, 2026, 8:02 p.m.
NEDg Description generation batch_6a08d175eefc8190a5178c0f70f7d79f completed May 16, 2026, 8:20 p.m.
NED2 Entity disambiguation (via description) batch_6a08d23e8ac48190be1726c8e4913b1a completed May 16, 2026, 8:23 p.m.
Created at: April 16, 2026, 11:44 a.m.