Triple

T2924572
Position Surface form Disambiguated ID Type / Status
Subject Government Code and Cypher School E78811 entity
Predicate employer P7 FINISHED
Object Stuart Milner-Barry
Stuart Milner-Barry was a British chess master, civil servant, and wartime codebreaker who played a key role at Bletchley Park during World War II.
E312514 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: Stuart Milner-Barry | Statement: [Government Code and Cypher School, employer, Stuart Milner-Barry]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Stuart Milner-Barry
Context triple: [Government Code and Cypher School, employer, Stuart Milner-Barry]
  • A. Alastair Stewart
    Alastair Stewart is a British journalist and long-serving television news presenter best known for his work with ITN and ITV News.
  • B. Alan Milburn
    Alan Milburn is a British Labour politician and former Secretary of State for Health who later became a prominent figure in public service reform and higher education leadership.
  • C. Stuart Woolf
    Stuart Woolf was a British historian and translator best known for his English translation of Primo Levi’s "If This Is a Man" and other major works of Italian literature and history.
  • D. Edward Barrett Moulton-Barrett
    Edward Barrett Moulton-Barrett was a wealthy Jamaican-born English landowner best known as the strict and domineering father of Victorian poet Elizabeth Barrett Browning.
  • E. Stuart Davies
    Stuart Davies was a British aeronautical engineer best known for leading the design of the Avro Vulcan strategic bomber.
  • 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: Stuart Milner-Barry
Triple: [Government Code and Cypher School, employer, Stuart Milner-Barry]
Generated description
Stuart Milner-Barry was a British chess master, civil servant, and wartime codebreaker who played a key role at Bletchley Park during World War II.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Stuart Milner-Barry
Target entity description: Stuart Milner-Barry was a British chess master, civil servant, and wartime codebreaker who played a key role at Bletchley Park during World War II.
  • A. Alastair Stewart
    Alastair Stewart is a British journalist and long-serving television news presenter best known for his work with ITN and ITV News.
  • B. Alan Milburn
    Alan Milburn is a British Labour politician and former Secretary of State for Health who later became a prominent figure in public service reform and higher education leadership.
  • C. Stuart Woolf
    Stuart Woolf was a British historian and translator best known for his English translation of Primo Levi’s "If This Is a Man" and other major works of Italian literature and history.
  • D. Edward Barrett Moulton-Barrett
    Edward Barrett Moulton-Barrett was a wealthy Jamaican-born English landowner best known as the strict and domineering father of Victorian poet Elizabeth Barrett Browning.
  • E. Stuart Davies
    Stuart Davies was a British aeronautical engineer best known for leading the design of the Avro Vulcan strategic bomber.
  • 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_69ad8b0d40b481908bc2a5fa2e73c3fb completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad97bf2df88190bd4f1e90d4656507 completed March 8, 2026, 3:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69b08664fe308190889e855821a32576 completed March 10, 2026, 9 p.m.
NEDg Description generation batch_69b0c3b6deb48190acb90776d9305e02 completed March 11, 2026, 1:21 a.m.
NED2 Entity disambiguation (via description) batch_69b0c41fb0c48190b94cd269c9789c6b completed March 11, 2026, 1:23 a.m.
Created at: March 8, 2026, 2:55 p.m.