Triple

T106702
Position Surface form Disambiguated ID Type / Status
Subject All of Me E2153 entity
Predicate writer P1360 FINISHED
Object Toby Gad
Toby Gad is a German-born, Grammy-nominated songwriter and producer known for crafting hit pop and R&B songs for artists such as John Legend, Beyoncé, and Fergie.
 E11074 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: Toby Gad | Statement: [All of Me, writer, Toby Gad]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Toby Gad
Context triple: [All of Me, writer, Toby Gad]
  • A. Max Martini
    Max Martini is an American actor known for his tough, military and law-enforcement roles in film and television, including major parts in action and science fiction movies.
  • B. James Blunt
    James Blunt is an English singer-songwriter and former British Army officer best known for his hit single "You're Beautiful" and the album "Back to Bedlam."
  • C. Benny Beaver
    Benny Beaver is the costumed beaver mascot representing Oregon State University at its athletic events and school functions.
  • D. Jim Loscutoff
    Jim Loscutoff was an American professional basketball forward best known for his rugged defense and seven NBA championships with the Boston Celtics in the 1950s and 1960s.
  • E. Tony James
    Tony James is an American financier and executive best known as the longtime president and chief operating officer of Blackstone and for his leadership roles at major cultural institutions.
  • 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: Toby Gad
Triple: [All of Me, writer, Toby Gad]
Generated description
Toby Gad is a German-born, Grammy-nominated songwriter and producer known for crafting hit pop and R&B songs for artists such as John Legend, Beyoncé, and Fergie.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Toby Gad
Target entity description: Toby Gad is a German-born, Grammy-nominated songwriter and producer known for crafting hit pop and R&B songs for artists such as John Legend, Beyoncé, and Fergie.
  • A. Max Martini
    Max Martini is an American actor known for his tough, military and law-enforcement roles in film and television, including major parts in action and science fiction movies.
  • B. James Blunt
    James Blunt is an English singer-songwriter and former British Army officer best known for his hit single "You're Beautiful" and the album "Back to Bedlam."
  • C. Benny Beaver
    Benny Beaver is the costumed beaver mascot representing Oregon State University at its athletic events and school functions.
  • D. Taylor Allen
    Taylor Allen is a screenwriter best known for co-writing the political drama film "Chappaquiddick," which explores the 1969 incident involving Senator Ted Kennedy.
  • E. Jim Loscutoff
    Jim Loscutoff was an American professional basketball forward best known for his rugged defense and seven NBA championships with the Boston Celtics in the 1950s and 1960s.
  • 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_69a24e0a5b7c81908d52da08c60dabc4 completed Feb. 28, 2026, 2:08 a.m.
NER Named-entity recognition batch_69a256cac6d4819083b50c9c9d95e975 completed Feb. 28, 2026, 2:45 a.m.
NED1 Entity disambiguation (via context triple) batch_69a275e644a48190aa2b8cb142b14394 completed Feb. 28, 2026, 4:58 a.m.
NEDg Description generation batch_69a276cddee08190aab0959702d44f67 completed Feb. 28, 2026, 5:02 a.m.
NED2 Entity disambiguation (via description) batch_69a277b7aee8819085cb05afc213eaff completed Feb. 28, 2026, 5:05 a.m.
Created at: Feb. 28, 2026, 2:12 a.m.