Triple

T1818641
Position Surface form Disambiguated ID Type / Status
Subject Star Wars: Episode II – Attack of the Clones E40492 entity
Predicate writer P1360 FINISHED
Object Jonathan Hales
Jonathan Hales is a British screenwriter best known for co-writing the screenplay of "Star Wars: Episode II – Attack of the Clones" and for his work on the "Young Indiana Jones" television series.
 E230375 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: Jonathan Hales | Statement: [Star Wars: Episode II – Attack of the Clones, writer, Jonathan Hales]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Jonathan Hales
Context triple: [Star Wars: Episode II – Attack of the Clones, writer, Jonathan Hales]
  • A. David Higgs
    David Higgs is a British cinematographer known for his work on feature films and television, including the crime film "RocknRolla."
  • B. Andrew Humphrey
    Andrew Humphrey was a senior Royal Air Force officer who rose to become Chief of the Air Staff and later Chief of the Defence Staff in the United Kingdom.
  • C. Charles Harris
    Charles Harris was a notable figure in Georgia’s early history, honored as the namesake of Harris County.
  • D. Alexander Haddow
    Alexander Haddow was a Scottish epidemiologist and virologist noted for his pioneering research on insect-borne viruses, particularly in Africa.
  • E. Richard Hiscott
    Richard Hiscott is an editor known for his work on the television series "Willow."
  • 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: Jonathan Hales
Triple: [Star Wars: Episode II – Attack of the Clones, writer, Jonathan Hales]
Generated description
Jonathan Hales is a British screenwriter best known for co-writing the screenplay of "Star Wars: Episode II – Attack of the Clones" and for his work on the "Young Indiana Jones" television series.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Jonathan Hales
Target entity description: Jonathan Hales is a British screenwriter best known for co-writing the screenplay of "Star Wars: Episode II – Attack of the Clones" and for his work on the "Young Indiana Jones" television series.
  • A. David Higgs
    David Higgs is a British cinematographer known for his work on feature films and television, including the crime film "RocknRolla."
  • B. Andrew Humphrey
    Andrew Humphrey was a senior Royal Air Force officer who rose to become Chief of the Air Staff and later Chief of the Defence Staff in the United Kingdom.
  • C. Charles Harris
    Charles Harris was a notable figure in Georgia’s early history, honored as the namesake of Harris County.
  • D. Alexander Haddow
    Alexander Haddow was a Scottish epidemiologist and virologist noted for his pioneering research on insect-borne viruses, particularly in Africa.
  • E. Richard Hiscott
    Richard Hiscott is an editor known for his work on the television series "Willow."
  • 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_69a8864526c081908a3a4d74f689e2c5 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa65f8c4e48190925aec9916dd6c30 completed March 6, 2026, 5:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae26f2c7a48190a091e0e334845413 completed March 9, 2026, 1:48 a.m.
NEDg Description generation batch_69ae277895488190ae4a2337cf2ae915 completed March 9, 2026, 1:50 a.m.
NED2 Entity disambiguation (via description) batch_69ae27e7113081909835657bfff3f9e8 completed March 9, 2026, 1:52 a.m.
Created at: March 4, 2026, 7:32 p.m.