Triple

T7330118
Position Surface form Disambiguated ID Type / Status
Subject The True Cost E168976 entity
Predicate features P997 FINISHED
Object Livia Firth
Livia Firth is an Italian film producer and sustainability advocate best known for her work promoting ethical fashion and co-founding the environmental consultancy Eco-Age.
 E656409 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: Livia Firth | Statement: [The True Cost, features, Livia Firth]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Livia Firth
Context triple: [The True Cost, features, Livia Firth]
  • A. Saskia Reeves
    Saskia Reeves is a British actress known for her work in film, television, and theatre, including roles in series such as "Luther" and numerous acclaimed stage productions.
  • B. Rosanna Hoult
    Rosanna Hoult is a British actress known for her work in film and television and as the sister of actor Nicholas Hoult.
  • C. Vivean Gray
    Vivean Gray was an English-born Australian character actress best known for her roles in film and television, including the classic mystery drama "Picnic at Hanging Rock."
  • D. Kate Fisher
    Kate Fisher is the mother of American singer and actor Eddie Fisher.
  • E. Annabelle Wallis
    Annabelle Wallis is an English actress known for her roles in television series like Peaky Blinders and films such as Annabelle and The Mummy.
  • 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: Livia Firth
Triple: [The True Cost, features, Livia Firth]
Generated description
Livia Firth is an Italian film producer and sustainability advocate best known for her work promoting ethical fashion and co-founding the environmental consultancy Eco-Age.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Livia Firth
Target entity description: Livia Firth is an Italian film producer and sustainability advocate best known for her work promoting ethical fashion and co-founding the environmental consultancy Eco-Age.
  • A. Saskia Reeves
    Saskia Reeves is a British actress known for her work in film, television, and theatre, including roles in series such as "Luther" and numerous acclaimed stage productions.
  • B. Rosanna Hoult
    Rosanna Hoult is a British actress known for her work in film and television and as the sister of actor Nicholas Hoult.
  • C. Vivean Gray
    Vivean Gray was an English-born Australian character actress best known for her roles in film and television, including the classic mystery drama "Picnic at Hanging Rock."
  • D. Kate Fisher
    Kate Fisher is the mother of American singer and actor Eddie Fisher.
  • E. Annabelle Wallis
    Annabelle Wallis is an English actress known for her roles in television series like Peaky Blinders and films such as Annabelle and The Mummy.
  • 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_69c68a568a6481908f11e20db7bc8446 completed March 27, 2026, 1:47 p.m.
NER Named-entity recognition batch_69c6f0ab0b1881909f8f086b81fdddb7 completed March 27, 2026, 9:03 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7ef16f35881909fffba1df072f0d6 completed March 28, 2026, 3:09 p.m.
NEDg Description generation batch_69c7ef9665748190bddc45f234af7a7b completed March 28, 2026, 3:11 p.m.
NED2 Entity disambiguation (via description) batch_69c7f02f95508190a7b323f3f94e4a0f completed March 28, 2026, 3:13 p.m.
Created at: March 27, 2026, 3:03 p.m.