Triple

T5463005
Position Surface form Disambiguated ID Type / Status
Subject Marshall Group E122638 entity
Predicate formerName P65 FINISHED
Object Marshall of Cambridge
Marshall of Cambridge was a British aerospace and defence company best known for aircraft maintenance, modification, and engineering services.
 E520188 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: Marshall of Cambridge | Statement: [Marshall Group, formerName, Marshall of Cambridge]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Marshall of Cambridge
Context triple: [Marshall Group, formerName, Marshall of Cambridge]
  • A. John Mordaunt
    John Mordaunt is a relative of British Conservative politician Penny Mordaunt, who has served as Leader of the House of Commons and Lord President of the Council.
  • B. Richard Chancellor
    Richard Chancellor was a 16th-century English navigator and explorer who pioneered the sea route to Russia and helped establish early Anglo-Russian trade relations.
  • C. John Warham
    John Warham was an early Puritan minister and colonial leader known for helping to found and pastor settlements in New England during the 17th century.
  • D. Thomas Rainsborough
    Thomas Rainsborough was a prominent English Civil War officer and leading Leveller figure known for advocating radical democratic reforms and greater political rights for common people.
  • E. Percy, Duke of Dunstable
    Percy, Duke of Dunstable is a blustering, overbearing aristocrat and comic antagonist in P. G. Wodehouse’s Blandings Castle stories.
  • 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: Marshall of Cambridge
Triple: [Marshall Group, formerName, Marshall of Cambridge]
Generated description
Marshall of Cambridge was a British aerospace and defence company best known for aircraft maintenance, modification, and engineering services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Marshall of Cambridge
Target entity description: Marshall of Cambridge was a British aerospace and defence company best known for aircraft maintenance, modification, and engineering services.
  • A. John Mordaunt
    John Mordaunt is a relative of British Conservative politician Penny Mordaunt, who has served as Leader of the House of Commons and Lord President of the Council.
  • B. Richard Chancellor
    Richard Chancellor was a 16th-century English navigator and explorer who pioneered the sea route to Russia and helped establish early Anglo-Russian trade relations.
  • C. John Warham
    John Warham was an early Puritan minister and colonial leader known for helping to found and pastor settlements in New England during the 17th century.
  • D. Thomas Rainsborough
    Thomas Rainsborough was a prominent English Civil War officer and leading Leveller figure known for advocating radical democratic reforms and greater political rights for common people.
  • E. Percy, Duke of Dunstable
    Percy, Duke of Dunstable is a blustering, overbearing aristocrat and comic antagonist in P. G. Wodehouse’s Blandings Castle stories.
  • 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_69bd4643f16081908d7f29e08096115a completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd92033dd08190a90bcae6b9f149d3 completed March 20, 2026, 6:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf414ebd288190ae90593232ff2db9 completed March 22, 2026, 1:09 a.m.
NEDg Description generation batch_69bf41dd96448190973b7241df5dbb24 completed March 22, 2026, 1:11 a.m.
NED2 Entity disambiguation (via description) batch_69bf42badcf08190b451b148d08e996e completed March 22, 2026, 1:15 a.m.
Created at: March 20, 2026, 2:08 p.m.