Triple

T18333275
Position Surface form Disambiguated ID Type / Status
Subject Jim Thomas E439201 entity
Predicate coWriterWithOnWork P49107 FINISHED
Object John Thomas – Behind Enemy Lines
"John Thomas – Behind Enemy Lines" is a work co-written by screenwriter Jim Thomas, likely involving themes of covert operations or military action set in hostile territory.
E1318265 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: John Thomas – Behind Enemy Lines | Statement: [Jim Thomas, coWriterWithOnWork, John Thomas – Behind Enemy Lines]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Thomas – Behind Enemy Lines
Context triple: [Jim Thomas, coWriterWithOnWork, John Thomas – Behind Enemy Lines]
  • A. Andrew Luttrell
    Andrew Luttrell is a musician best known as a member of the garage rock band The Traditional Fools.
  • B. John "Breacher" Wharton
    John "Breacher" Wharton is the tough, battle-hardened leader of an elite DEA special operations team portrayed by Arnold Schwarzenegger in the action thriller film "Sabotage."
  • C. Chris Ryan
    Chris Ryan is a former British Special Air Service (SAS) soldier turned bestselling author of military and action thrillers, including the novel that inspired the TV series "Strike Back."
  • D. Billy Lynn
    Billy Lynn is the young U.S. Army soldier protagonist of Ben Fountain’s novel "Billy Lynn's Long Halftime Walk," whose brief stateside victory tour exposes the disconnect between civilian perceptions of war and its brutal reality.
  • E. Henry Luttrell
    Henry Luttrell was an Irish Jacobite officer who later defected to the Williamite side during the Williamite War in Ireland and became notorious for his controversial role and subsequent assassination.
  • 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: John Thomas – Behind Enemy Lines
Triple: [Jim Thomas, coWriterWithOnWork, John Thomas – Behind Enemy Lines]
Generated description
"John Thomas – Behind Enemy Lines" is a work co-written by screenwriter Jim Thomas, likely involving themes of covert operations or military action set in hostile territory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Thomas – Behind Enemy Lines
Target entity description: "John Thomas – Behind Enemy Lines" is a work co-written by screenwriter Jim Thomas, likely involving themes of covert operations or military action set in hostile territory.
  • A. Andrew Luttrell
    Andrew Luttrell is a musician best known as a member of the garage rock band The Traditional Fools.
  • B. John "Breacher" Wharton
    John "Breacher" Wharton is the tough, battle-hardened leader of an elite DEA special operations team portrayed by Arnold Schwarzenegger in the action thriller film "Sabotage."
  • C. Chris Ryan
    Chris Ryan is a former British Special Air Service (SAS) soldier turned bestselling author of military and action thrillers, including the novel that inspired the TV series "Strike Back."
  • D. Billy Lynn
    Billy Lynn is the young U.S. Army soldier protagonist of Ben Fountain’s novel "Billy Lynn's Long Halftime Walk," whose brief stateside victory tour exposes the disconnect between civilian perceptions of war and its brutal reality.
  • E. Henry Luttrell
    Henry Luttrell was an Irish Jacobite officer who later defected to the Williamite side during the Williamite War in Ireland and became notorious for his controversial role and subsequent assassination.
  • 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_69d8b9175fec8190af865699b4e64d8c completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e50ecbc76c8190a80c0c8c8bce1cbd completed April 19, 2026, 5:20 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03c4d085748190bfd9a7e94f1344a5 completed May 13, 2026, 12:24 a.m.
NEDg Description generation batch_6a03c570ed348190a7e19eed29b06909 completed May 13, 2026, 12:27 a.m.
NED2 Entity disambiguation (via description) batch_6a03c5ec00a88190a93c3be5dd3bc6ee completed May 13, 2026, 12:29 a.m.
Created at: April 10, 2026, 10:36 a.m.