Triple

T16229506
Position Surface form Disambiguated ID Type / Status
Subject Flashdance E393941 entity
Predicate writer P1360 FINISHED
Object Tom Hedley
Tom Hedley is a Canadian writer and magazine editor best known for co-writing the screenplay to the 1983 film "Flashdance."
 E1200927 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: Tom Hedley | Statement: [Flashdance, writer, Tom Hedley]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tom Hedley
Context triple: [Flashdance, writer, Tom Hedley]
  • A. Jonathan Gledhill
    Jonathan Gledhill was an English Anglican bishop who served in senior episcopal roles in the Church of England, including as Bishop of Stafford.
  • B. Phil Davies
    Phil Davies is a British television producer best known for his work on the popular animated children's series "Peppa Pig."
  • C. Tom Elmhirst
    Tom Elmhirst is a Grammy-winning British mix engineer and producer known for his work with artists such as Amy Winehouse, Adele, and David Bowie.
  • D. Paul Oldham
    Paul Oldham is an American recording engineer and producer known for his work in indie and alternative country music, including frequent collaborations with Bonnie "Prince" Billy.
  • E. Colin Hanton
    Colin Hanton is an English drummer best known for playing with The Quarrymen, the skiffle group that evolved into The Beatles.
  • 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: Tom Hedley
Triple: [Flashdance, writer, Tom Hedley]
Generated description
Tom Hedley is a Canadian writer and magazine editor best known for co-writing the screenplay to the 1983 film "Flashdance."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tom Hedley
Target entity description: Tom Hedley is a Canadian writer and magazine editor best known for co-writing the screenplay to the 1983 film "Flashdance."
  • A. Jonathan Gledhill
    Jonathan Gledhill was an English Anglican bishop who served in senior episcopal roles in the Church of England, including as Bishop of Stafford.
  • B. Phil Davies
    Phil Davies is a British television producer best known for his work on the popular animated children's series "Peppa Pig."
  • C. Tom Elmhirst
    Tom Elmhirst is a Grammy-winning British mix engineer and producer known for his work with artists such as Amy Winehouse, Adele, and David Bowie.
  • D. Paul Oldham
    Paul Oldham is an American recording engineer and producer known for his work in indie and alternative country music, including frequent collaborations with Bonnie "Prince" Billy.
  • E. Colin Hanton
    Colin Hanton is an English drummer best known for playing with The Quarrymen, the skiffle group that evolved into The Beatles.
  • 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_69d87f204df88190a8f88923decf9835 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e23d2889688190ac04e4e9479cabf4 completed April 17, 2026, 2:01 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00079e83f08190a260751fd8b55eef completed May 10, 2026, 4:20 a.m.
NEDg Description generation batch_6a00089a498c819092685d13f975e7cd completed May 10, 2026, 4:24 a.m.
NED2 Entity disambiguation (via description) batch_6a0009042b288190b3a756354c04dfd3 completed May 10, 2026, 4:26 a.m.
Created at: April 10, 2026, 5:03 a.m.