Triple

T1867101
Position Surface form Disambiguated ID Type / Status
Subject University of Birmingham E34945 entity
Predicate hasAlumni P51 FINISHED
Object Liam Byrne
Liam Byrne is a British Labour Party politician who has served as Member of Parliament for Birmingham constituencies and held various ministerial roles in government.
 E207750 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: Liam Byrne | Statement: [University of Birmingham, hasAlumni, Liam Byrne]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Liam Byrne
Context triple: [University of Birmingham, hasAlumni, Liam Byrne]
  • A. Liam Lynch
    Liam Lynch was a prominent Irish republican military leader who served as chief of staff of the anti-Treaty IRA during the Irish Civil War.
  • B. Seamus Costello
    Seamus Costello was an Irish republican socialist leader and militant who played a key role in the split from the Official IRA and became a founding figure of the Irish National Liberation Army.
  • C. Declan Gaffney
    Declan Gaffney is a music producer and engineer best known for his extensive work with U2 on several of their studio albums.
  • D. Liam Lonergan
    Liam Lonergan is an Irish businessman best known as one of the founders of the low-cost airline Ryanair.
  • E. Mark Durkan
    Mark Durkan is an Irish nationalist politician from Northern Ireland who served as leader of the SDLP and as Deputy First Minister in the Northern Ireland Executive.
  • 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: Liam Byrne
Triple: [University of Birmingham, hasAlumni, Liam Byrne]
Generated description
Liam Byrne is a British Labour Party politician who has served as Member of Parliament for Birmingham constituencies and held various ministerial roles in government.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Liam Byrne
Target entity description: Liam Byrne is a British Labour Party politician who has served as Member of Parliament for Birmingham constituencies and held various ministerial roles in government.
  • A. Liam Lynch
    Liam Lynch was a prominent Irish republican military leader who served as chief of staff of the anti-Treaty IRA during the Irish Civil War.
  • B. Seamus Costello
    Seamus Costello was an Irish republican socialist leader and militant who played a key role in the split from the Official IRA and became a founding figure of the Irish National Liberation Army.
  • C. Declan Gaffney
    Declan Gaffney is a music producer and engineer best known for his extensive work with U2 on several of their studio albums.
  • D. Liam Lonergan
    Liam Lonergan is an Irish businessman best known as one of the founders of the low-cost airline Ryanair.
  • E. Mark Durkan
    Mark Durkan is an Irish nationalist politician from Northern Ireland who served as leader of the SDLP and as Deputy First Minister in the Northern Ireland Executive.
  • 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_69a88600b2f88190bc09303e68ab517e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69abb0b5978c81909390f2cbd716ccaf completed March 7, 2026, 4:59 a.m.
NED1 Entity disambiguation (via context triple) batch_69add1d8dd8881909189029a047bc2b4 completed March 8, 2026, 7:45 p.m.
NEDg Description generation batch_69add28b804c8190a625e5d1405c59be completed March 8, 2026, 7:48 p.m.
NED2 Entity disambiguation (via description) batch_69add35731588190a13c969490ca2c09 completed March 8, 2026, 7:51 p.m.
Created at: March 4, 2026, 7:34 p.m.