Triple

T9427238
Position Surface form Disambiguated ID Type / Status
Subject Look What You Made Me Do E227287 entity
Predicate writer P1360 FINISHED
Object Rob Manzoli
Rob Manzoli is a British musician and songwriter best known as a member of the pop group Right Said Fred.
 E868233 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: Rob Manzoli | Statement: [Look What You Made Me Do, writer, Rob Manzoli]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Rob Manzoli
Context triple: [Look What You Made Me Do, writer, Rob Manzoli]
  • A. Dino Manelli
    Dino Manelli is a fictional Italian-American soldier and former Hollywood actor who serves as a charismatic member of Marvel Comics’ World War II unit, the Howling Commandos.
  • B. Leo Benvenuti
    Leo Benvenuti is an American screenwriter best known for co-writing popular family comedies such as "The Santa Clause" and "Kicking & Screaming."
  • C. Robert Marianetti
    Robert Marianetti is a filmmaker and animation director known for his work on major animated features and projects such as the Hotel Transylvania franchise.
  • D. Giancarlo Giammetti
    Giancarlo Giammetti is an Italian businessman best known as the longtime business partner and co-architect of the global fashion empire built with designer Valentino Garavani.
  • E. Mario Girotti
    Mario Girotti is the birth name of Italian actor Terence Hill, famed for his spaghetti westerns and action-comedy films, often alongside Bud Spencer.
  • 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: Rob Manzoli
Triple: [Look What You Made Me Do, writer, Rob Manzoli]
Generated description
Rob Manzoli is a British musician and songwriter best known as a member of the pop group Right Said Fred.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Rob Manzoli
Target entity description: Rob Manzoli is a British musician and songwriter best known as a member of the pop group Right Said Fred.
  • A. Dino Manelli
    Dino Manelli is a fictional Italian-American soldier and former Hollywood actor who serves as a charismatic member of Marvel Comics’ World War II unit, the Howling Commandos.
  • B. Leo Benvenuti
    Leo Benvenuti is an American screenwriter best known for co-writing popular family comedies such as "The Santa Clause" and "Kicking & Screaming."
  • C. Robert Marianetti
    Robert Marianetti is a filmmaker and animation director known for his work on major animated features and projects such as the Hotel Transylvania franchise.
  • D. Giancarlo Giammetti
    Giancarlo Giammetti is an Italian businessman best known as the longtime business partner and co-architect of the global fashion empire built with designer Valentino Garavani.
  • E. Mario Girotti
    Mario Girotti is the birth name of Italian actor Terence Hill, famed for his spaghetti westerns and action-comedy films, often alongside Bud Spencer.
  • 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_69ca8436ba308190903e470776d2d893 completed March 30, 2026, 2:09 p.m.
NER Named-entity recognition batch_69cd7c91ba1c8190b8331fb1ba58cc61 completed April 1, 2026, 8:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69d90d3dfbac819087d07c35a1776064 completed April 10, 2026, 2:46 p.m.
NEDg Description generation batch_69d9100604e08190b744b361d60188d5 completed April 10, 2026, 2:58 p.m.
NED2 Entity disambiguation (via description) batch_69d910a1cdb88190988db41e97341ed9 completed April 10, 2026, 3 p.m.
Created at: March 30, 2026, 7:49 p.m.