Triple

T9794944
Position Surface form Disambiguated ID Type / Status
Subject The After Hours E237694 entity
Predicate starring P1507 FINISHED
Object James Milhollin
James Milhollin was an American character actor known for his comic and often officious roles in mid-20th-century film and television.
 E822302 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: James Milhollin | Statement: [The After Hours, starring, James Milhollin]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: James Milhollin
Context triple: [The After Hours, starring, James Milhollin]
  • A. Paul Beeson
    Paul Beeson was a British cinematographer known for his work on numerous feature films and television productions throughout the mid-20th century.
  • B. Michael Holbrook
    Michael Holbrook is a personal name most notably associated with individuals in English-speaking countries, sometimes appearing as a given and family name combination.
  • C. Martin J. Hillenbrand
    Martin J. Hillenbrand was an American career diplomat who held several key Cold War-era posts, including serving as U.S. Ambassador to Hungary and later to the Federal Republic of Germany.
  • D. David Healy
    David Healy is a sensitive, artistic young man and Darlene Conner’s long-term love interest and eventual husband on the sitcom "Roseanne" and its spin-off "The Conners."
  • E. David Healy
    David Healy is a former Northern Ireland international footballer who became a successful manager in the Irish League.
  • 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: James Milhollin
Triple: [The After Hours, starring, James Milhollin]
Generated description
James Milhollin was an American character actor known for his comic and often officious roles in mid-20th-century film and television.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: James Milhollin
Target entity description: James Milhollin was an American character actor known for his comic and often officious roles in mid-20th-century film and television.
  • A. Paul Beeson
    Paul Beeson was a British cinematographer known for his work on numerous feature films and television productions throughout the mid-20th century.
  • B. Michael Holbrook
    Michael Holbrook is a personal name most notably associated with individuals in English-speaking countries, sometimes appearing as a given and family name combination.
  • C. Martin J. Hillenbrand
    Martin J. Hillenbrand was an American career diplomat who held several key Cold War-era posts, including serving as U.S. Ambassador to Hungary and later to the Federal Republic of Germany.
  • D. David Healy
    David Healy is a sensitive, artistic young man and Darlene Conner’s long-term love interest and eventual husband on the sitcom "Roseanne" and its spin-off "The Conners."
  • E. David Healy
    David Healy is a former Northern Ireland international footballer who became a successful manager in the Irish League.
  • 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_69ca84dc04488190b9c91193976c0960 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cda34916dc8190acef2ba003e56a33 completed April 1, 2026, 10:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69d1c43bccfc81909b940b180fe26626 completed April 5, 2026, 2:09 a.m.
NEDg Description generation batch_69d1c5e6a2f881908666328ce72a95ed completed April 5, 2026, 2:16 a.m.
NED2 Entity disambiguation (via description) batch_69d1c68311008190b2d5b8a2fadfba69 completed April 5, 2026, 2:18 a.m.
Created at: March 30, 2026, 8:28 p.m.