Triple

T8640148
Position Surface form Disambiguated ID Type / Status
Subject The Accountant E204623 entity
Predicate castMember P1668 FINISHED
Object Andy Umberger
Andy Umberger is an American character actor known for his numerous television and film roles, including appearances in series like "Buffy the Vampire Slayer," "Mad Men," and "The West Wing."
 E795403 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: Andy Umberger | Statement: [The Accountant, castMember, Andy Umberger]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Andy Umberger
Context triple: [The Accountant, castMember, Andy Umberger]
  • A. Ken Schretzmann
    Ken Schretzmann is a film editor known for his work on major animated features, including Guillermo del Toro's stop-motion adaptation of Pinocchio.
  • B. Kevin Nolting
    Kevin Nolting is an American film editor best known for his work on Pixar animated features, including the Academy Award-winning film "Up."
  • C. Matt Luber
    Matt Luber is a film producer best known for his work on the action-thriller movie "Into the Blue."
  • D. Jeffrey Maier
    Jeffrey Maier is the baseball fan best known for reaching over the outfield wall during a 1996 American League Championship Series game at Yankee Stadium, an infamous interference incident that helped the New York Yankees and became a major MLB controversy.
  • E. Greg Upchurch
    Greg Upchurch is an American rock drummer best known for his work with bands such as 3 Doors Down and previously Puddle of Mudd.
  • 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: Andy Umberger
Triple: [The Accountant, castMember, Andy Umberger]
Generated description
Andy Umberger is an American character actor known for his numerous television and film roles, including appearances in series like "Buffy the Vampire Slayer," "Mad Men," and "The West Wing."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Andy Umberger
Target entity description: Andy Umberger is an American character actor known for his numerous television and film roles, including appearances in series like "Buffy the Vampire Slayer," "Mad Men," and "The West Wing."
  • A. Ken Schretzmann
    Ken Schretzmann is a film editor known for his work on major animated features, including Guillermo del Toro's stop-motion adaptation of Pinocchio.
  • B. Kevin Nolting
    Kevin Nolting is an American film editor best known for his work on Pixar animated features, including the Academy Award-winning film "Up."
  • C. Matt Luber
    Matt Luber is a film producer best known for his work on the action-thriller movie "Into the Blue."
  • D. Jeffrey Maier
    Jeffrey Maier is the baseball fan best known for reaching over the outfield wall during a 1996 American League Championship Series game at Yankee Stadium, an infamous interference incident that helped the New York Yankees and became a major MLB controversy.
  • E. Greg Upchurch
    Greg Upchurch is an American rock drummer best known for his work with bands such as 3 Doors Down and previously Puddle of Mudd.
  • 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_69ca834ca1c88190a11ffb0200342fac completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc47650a14819094855aa8d062ebbc completed March 31, 2026, 10:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69d100a931988190aaff56f16057ea90 completed April 4, 2026, 12:14 p.m.
NEDg Description generation batch_69d10144380481909ef3f68f621c0be7 completed April 4, 2026, 12:17 p.m.
NED2 Entity disambiguation (via description) batch_69d1019faa188190a8945d469a763207 completed April 4, 2026, 12:18 p.m.
Created at: March 30, 2026, 6:28 p.m.