Triple

T19186826
Position Surface form Disambiguated ID Type / Status
Subject A safe operating space for humanity E469722 entity
Predicate hasAuthor P4244 FINISHED
Object Louise Karlberg
Louise Karlberg is a researcher known for co-authoring influential work on global environmental limits and the concept of a safe operating space for humanity.
E1366423 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: Louise Karlberg | Statement: [A safe operating space for humanity, hasAuthor, Louise Karlberg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Louise Karlberg
Context triple: [A safe operating space for humanity, hasAuthor, Louise Karlberg]
  • A. Louise Linder
    Louise Linder was an American heiress to the Linder department store fortune who became known in part through her marriage to entertainment lawyer Lee Eastman and her family’s connections to the arts and music world.
  • B. Marie Kjellson
    Marie Kjellson is a Swedish film producer best known for her work on acclaimed art-house and independent films, including Ruben Östlund’s "Force Majeure."
  • C. Marianne Lindberg
    Marianne Lindberg was the wife of Prince Sigvard of Sweden, a former Swedish prince and designer who lost his royal title after marrying a commoner.
  • D. Louise Sara Linder
    Louise Sara Linder is the daughter of photographer and musician Linda McCartney, who was married to Paul McCartney of The Beatles.
  • E. Birgitta Ljungberg
    Birgitta Ljungberg is known as the wife of film director George P. Cosmatos.
  • 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: Louise Karlberg
Triple: [A safe operating space for humanity, hasAuthor, Louise Karlberg]
Generated description
Louise Karlberg is a researcher known for co-authoring influential work on global environmental limits and the concept of a safe operating space for humanity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Louise Karlberg
Target entity description: Louise Karlberg is a researcher known for co-authoring influential work on global environmental limits and the concept of a safe operating space for humanity.
  • A. Louise Linder
    Louise Linder was an American heiress to the Linder department store fortune who became known in part through her marriage to entertainment lawyer Lee Eastman and her family’s connections to the arts and music world.
  • B. Marie Kjellson
    Marie Kjellson is a Swedish film producer best known for her work on acclaimed art-house and independent films, including Ruben Östlund’s "Force Majeure."
  • C. Marianne Lindberg
    Marianne Lindberg was the wife of Prince Sigvard of Sweden, a former Swedish prince and designer who lost his royal title after marrying a commoner.
  • D. Louise Sara Linder
    Louise Sara Linder is the daughter of photographer and musician Linda McCartney, who was married to Paul McCartney of The Beatles.
  • E. Birgitta Ljungberg
    Birgitta Ljungberg is known as the wife of film director George P. Cosmatos.
  • 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_69d8dd0ad9088190a173b32657ae2e7a completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5f620f1f08190a0daaf0d1483d724 completed April 20, 2026, 9:47 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0705c8c0588190bf8f66ed08030658 completed May 15, 2026, 11:38 a.m.
NEDg Description generation batch_6a0706d7c63c8190a7114937af40b294 completed May 15, 2026, 11:43 a.m.
NED2 Entity disambiguation (via description) batch_6a070763ca5c81908afa73b30645223a completed May 15, 2026, 11:45 a.m.
Created at: April 10, 2026, 12:07 p.m.