Triple

T9579059
Position Surface form Disambiguated ID Type / Status
Subject Skyline E231121 entity
Predicate writer P1360 FINISHED
Object Liam O'Donnell
Liam O'Donnell is a filmmaker and screenwriter best known for co-writing and directing the science fiction alien-invasion film series that began with "Skyline."
 E809339 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 O'Donnell | Statement: [Skyline, writer, Liam O'Donnell]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Liam O'Donnell
Context triple: [Skyline, writer, Liam O'Donnell]
  • A. Liam Lonergan
    Liam Lonergan is an Irish businessman best known as one of the founders of the low-cost airline Ryanair.
  • B. Liam O’Connor
    Liam O’Connor is a British architect best known for designing prominent public memorials, including the Bomber Command Memorial in London.
  • C. Liam Mullan
    Liam Mullan is a musician best known as a member of the influential English post-punk band A Certain Ratio.
  • D. Liam Whelan
    Liam Whelan was an Irish footballer who played as an inside forward for Manchester United and the Republic of Ireland before his life was tragically cut short in the Munich air disaster of 1958.
  • E. Liam Egan
    Liam Egan is a composer best known for creating the musical score for the Australian film "Ten Canoes."
  • 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 O'Donnell
Triple: [Skyline, writer, Liam O'Donnell]
Generated description
Liam O'Donnell is a filmmaker and screenwriter best known for co-writing and directing the science fiction alien-invasion film series that began with "Skyline."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Liam O'Donnell
Target entity description: Liam O'Donnell is a filmmaker and screenwriter best known for co-writing and directing the science fiction alien-invasion film series that began with "Skyline."
  • A. Liam Lonergan
    Liam Lonergan is an Irish businessman best known as one of the founders of the low-cost airline Ryanair.
  • B. Liam O’Connor
    Liam O’Connor is a British architect best known for designing prominent public memorials, including the Bomber Command Memorial in London.
  • C. Liam Mullan
    Liam Mullan is a musician best known as a member of the influential English post-punk band A Certain Ratio.
  • D. Liam Whelan
    Liam Whelan was an Irish footballer who played as an inside forward for Manchester United and the Republic of Ireland before his life was tragically cut short in the Munich air disaster of 1958.
  • E. Liam Egan
    Liam Egan is a composer best known for creating the musical score for the Australian film "Ten Canoes."
  • 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_69ca848091c48190bc313d6620d09555 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd99aece1081908287e03106de020f completed April 1, 2026, 10:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69d1615d093c8190940037e9e0842db5 completed April 4, 2026, 7:07 p.m.
NEDg Description generation batch_69d161e6a1308190932c8386e1c24f2e completed April 4, 2026, 7:09 p.m.
NED2 Entity disambiguation (via description) batch_69d165a8c80081909e4d0837cbaabf95 completed April 4, 2026, 7:25 p.m.
Created at: March 30, 2026, 8:05 p.m.