Triple

T8640125
Position Surface form Disambiguated ID Type / Status
Subject The Accountant E204623 entity
Predicate producer P490 FINISHED
Object Mark Williams
Mark Williams is a film and television producer best known for co-creating the series "Ozark" and producing action-thriller films starring Ben Affleck and Liam Neeson.
 E746556 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: Mark Williams | Statement: [The Accountant, producer, Mark Williams]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Mark Williams
Context triple: [The Accountant, producer, Mark Williams]
  • A. Mark Williams
    Mark Williams is a British actor best known for playing Arthur Weasley in the Harry Potter film series.
  • B. Mark Williams
    Mark Williams is a Christian songwriter known for co-writing the contemporary worship song "Lord I Need You."
  • C. Stephen Williams
    Stephen Williams is a television and film director and producer known for his work on acclaimed series such as Watchmen and Lost.
  • D. Stephen Williams
    Stephen Williams was a colonial American Congregational minister and diarist known for his captivity during the Deerfield raid of 1704 and his long subsequent ministry in Longmeadow, Massachusetts.
  • E. Jonathan Williams
    Jonathan Williams was an American poet, publisher, and founder of the Jargon Society, closely associated with the experimental Black Mountain poetry movement.
  • 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: Mark Williams
Triple: [The Accountant, producer, Mark Williams]
Generated description
Mark Williams is a film and television producer best known for co-creating the series "Ozark" and producing action-thriller films starring Ben Affleck and Liam Neeson.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Mark Williams
Target entity description: Mark Williams is a film and television producer best known for co-creating the series "Ozark" and producing action-thriller films starring Ben Affleck and Liam Neeson.
  • A. Mark Williams
    Mark Williams is a British actor best known for playing Arthur Weasley in the Harry Potter film series.
  • B. Mark Williams
    Mark Williams is a Christian songwriter known for co-writing the contemporary worship song "Lord I Need You."
  • C. Stephen Williams
    Stephen Williams is a television and film director and producer known for his work on acclaimed series such as Watchmen and Lost.
  • D. Stephen Williams
    Stephen Williams was a colonial American Congregational minister and diarist known for his captivity during the Deerfield raid of 1704 and his long subsequent ministry in Longmeadow, Massachusetts.
  • E. Jonathan Williams
    Jonathan Williams was an early American military engineer and officer who served as the first superintendent of the United States Military Academy at West Point.
  • 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_69cebc340528819085c80b69d6d32a34 completed April 2, 2026, 6:57 p.m.
NEDg Description generation batch_69cebcdb197881908eeb6c5e4b225a2c completed April 2, 2026, 7 p.m.
NED2 Entity disambiguation (via description) batch_69cebd85ad8481909518afd02dbc5358 completed April 2, 2026, 7:03 p.m.
Created at: March 30, 2026, 6:28 p.m.