Triple

T22224496
Position Surface form Disambiguated ID Type / Status
Subject Daddy, Don’t You Walk So Fast E549299 entity
Predicate writer P1360 FINISHED
Object Geoff Stephens
Geoff Stephens was a British songwriter and record producer known for penning numerous pop hits in the 1960s and 1970s, including chart-topping songs for artists such as The New Vaudeville Band and Herman’s Hermits.
E1555813 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: Geoff Stephens | Statement: [Daddy, Don’t You Walk So Fast, writer, Geoff Stephens]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Geoff Stephens
Context triple: [Daddy, Don’t You Walk So Fast, writer, Geoff Stephens]
  • A. Geoff Gill
    Geoff Gill is a songwriter best known for co-writing the hit song "Heartbreaker."
  • B. Geoff Pierson
    Geoff Pierson is an American actor known for his work in television dramas and comedies, including prominent roles on shows like Dexter and Unhappily Ever After.
  • C. Geoff Walters
    Geoff Walters is a central fictional news anchor character in the Australian television drama series "The Newsreader."
  • D. Geoff Morrell
    Geoff Morrell is an Australian actor known for his work in film, television, and theatre, including prominent roles in series such as "Changi" and "Grass Roots."
  • E. Geoff Greer
    Geoff Greer is a software developer best known for creating and maintaining The Silver Searcher, a fast code-search tool popular among programmers.
  • 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: Geoff Stephens
Triple: [Daddy, Don’t You Walk So Fast, writer, Geoff Stephens]
Generated description
Geoff Stephens was a British songwriter and record producer known for penning numerous pop hits in the 1960s and 1970s, including chart-topping songs for artists such as The New Vaudeville Band and Herman’s Hermits.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Geoff Stephens
Target entity description: Geoff Stephens was a British songwriter and record producer known for penning numerous pop hits in the 1960s and 1970s, including chart-topping songs for artists such as The New Vaudeville Band and Herman’s Hermits.
  • A. Geoff Gill
    Geoff Gill is a songwriter best known for co-writing the hit song "Heartbreaker."
  • B. Geoff Pierson
    Geoff Pierson is an American actor known for his work in television dramas and comedies, including prominent roles on shows like Dexter and Unhappily Ever After.
  • C. Geoff Walters
    Geoff Walters is a central fictional news anchor character in the Australian television drama series "The Newsreader."
  • D. Geoff Morrell
    Geoff Morrell is an Australian actor known for his work in film, television, and theatre, including prominent roles in series such as "Changi" and "Grass Roots."
  • E. Geoff Greer
    Geoff Greer is a software developer best known for creating and maintaining The Silver Searcher, a fast code-search tool popular among programmers.
  • 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_69e11e403d6481909a94d0aaf157f6ef completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f12b93e2208190aee70ffd82962ea0 completed April 28, 2026, 9:50 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0b9e7a4dd08190a45bad821b015ca4 completed May 18, 2026, 11:19 p.m.
NEDg Description generation batch_6a0ba266f57481909fe3a7dd5de3802c completed May 18, 2026, 11:36 p.m.
NED2 Entity disambiguation (via description) batch_6a0ba2c84c088190828abae498d02018 completed May 18, 2026, 11:37 p.m.
Created at: April 16, 2026, 8:37 p.m.