Triple

T17188446
Position Surface form Disambiguated ID Type / Status
Subject Futurology E417165 entity
Predicate producer P490 FINISHED
Object Liam Howe
Liam Howe is a British record producer and musician best known as a founding member of the electronic band Sneaker Pimps and for his production and songwriting work with various pop and alternative artists.
 E1255587 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 Howe | Statement: [Futurology, producer, Liam Howe]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Liam Howe
Context triple: [Futurology, producer, Liam Howe]
  • A. Liam Titcomb
    Liam Titcomb is a Canadian singer-songwriter and multi-instrumentalist known for his folk-pop music and work in television soundtracks.
  • B. Liam Sullivan
    Liam Sullivan was an American character actor known for his numerous television and film roles from the 1950s through the 1980s, often portraying suave or villainous figures.
  • C. Liam Dunaway O’Neill
    Liam Dunaway O’Neill is the son of acclaimed American actress Faye Dunaway and photographer Terry O’Neill.
  • D. Liam Lonergan
    Liam Lonergan is an Irish businessman best known as one of the founders of the low-cost airline Ryanair.
  • E. Liam Hayes
    Liam Hayes is an American singer-songwriter and multi-instrumentalist known for his lush, orchestrated pop music released under the name Plush.
  • 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 Howe
Triple: [Futurology, producer, Liam Howe]
Generated description
Liam Howe is a British record producer and musician best known as a founding member of the electronic band Sneaker Pimps and for his production and songwriting work with various pop and alternative artists.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Liam Howe
Target entity description: Liam Howe is a British record producer and musician best known as a founding member of the electronic band Sneaker Pimps and for his production and songwriting work with various pop and alternative artists.
  • A. Liam Titcomb
    Liam Titcomb is a Canadian singer-songwriter and multi-instrumentalist known for his folk-pop music and work in television soundtracks.
  • B. Liam Sullivan
    Liam Sullivan was an American character actor known for his numerous television and film roles from the 1950s through the 1980s, often portraying suave or villainous figures.
  • C. Liam Dunaway O’Neill
    Liam Dunaway O’Neill is the son of acclaimed American actress Faye Dunaway and photographer Terry O’Neill.
  • D. Liam Lonergan
    Liam Lonergan is an Irish businessman best known as one of the founders of the low-cost airline Ryanair.
  • E. Liam Hayes
    Liam Hayes is an American singer-songwriter and multi-instrumentalist known for his lush, orchestrated pop music released under the name Plush.
  • 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_69d886d6ba8c819093215917b3d01689 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e42d97b9808190aa1900775cd3dfd5 completed April 19, 2026, 1:19 a.m.
NED1 Entity disambiguation (via context triple) batch_6a015fd0e1448190a9c0eadc7a8a2f6a completed May 11, 2026, 4:49 a.m.
NEDg Description generation batch_6a016193089081909d4093b99de4890b completed May 11, 2026, 4:56 a.m.
NED2 Entity disambiguation (via description) batch_6a01622d24d08190b9da770a31edcc5e completed May 11, 2026, 4:59 a.m.
Created at: April 10, 2026, 5:37 a.m.