Triple

T9524322
Position Surface form Disambiguated ID Type / Status
Subject Hubbard E229721 entity
Predicate hasNotableBearer P458 FINISHED
Object Barbara Marx Hubbard
Barbara Marx Hubbard was an American futurist, author, and spiritual teacher known for her work on conscious evolution and social transformation.
E804043 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: Barbara Marx Hubbard | Statement: [Hubbard, hasNotableBearer, Barbara Marx Hubbard]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Barbara Marx Hubbard
Context triple: [Hubbard, hasNotableBearer, Barbara Marx Hubbard]
  • A. Brenda Chenowith
    Brenda Chenowith is a complex, intellectually gifted but emotionally troubled woman who becomes deeply entwined with the Fisher family in the HBO drama series "Six Feet Under."
  • B. Marcia Lynne Bertrand
    Marcia Lynne Bertrand was an American actress and humanitarian best known as the mother of Angelina Jolie and for her advocacy work, including co-founding the All Tribes Foundation.
  • C. Karen Verne
    Karen Verne was a German-born actress who appeared in Hollywood films of the 1940s and was once married to actor Peter Lorre.
  • D. Susan Norton
    Susan Norton is a central protagonist in Stephen King’s horror novel "Salem’s Lot," known for her involvement in uncovering and confronting the vampire infestation in the town.
  • E. Debra Hammer
    Debra Hammer is the protagonist of the 1981 American comedy film "Yesterday."
  • 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: Barbara Marx Hubbard
Triple: [Hubbard, hasNotableBearer, Barbara Marx Hubbard]
Generated description
Barbara Marx Hubbard was an American futurist, author, and spiritual teacher known for her work on conscious evolution and social transformation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Barbara Marx Hubbard
Target entity description: Barbara Marx Hubbard was an American futurist, author, and spiritual teacher known for her work on conscious evolution and social transformation.
  • A. Brenda Chenowith
    Brenda Chenowith is a complex, intellectually gifted but emotionally troubled woman who becomes deeply entwined with the Fisher family in the HBO drama series "Six Feet Under."
  • B. Marcia Lynne Bertrand
    Marcia Lynne Bertrand was an American actress and humanitarian best known as the mother of Angelina Jolie and for her advocacy work, including co-founding the All Tribes Foundation.
  • C. Karen Verne
    Karen Verne was a German-born actress who appeared in Hollywood films of the 1940s and was once married to actor Peter Lorre.
  • D. Susan Norton
    Susan Norton is a central protagonist in Stephen King’s horror novel "Salem’s Lot," known for her involvement in uncovering and confronting the vampire infestation in the town.
  • E. Debra Hammer
    Debra Hammer is the protagonist of the 1981 American comedy film "Yesterday."
  • 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_69ca847870a881909d8d751a7d29da39 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd9899f99481908d374528716027f8 completed April 1, 2026, 10:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69d13a61fbd08190bb68ffe29da3a34a completed April 4, 2026, 4:20 p.m.
NEDg Description generation batch_69d13c0344388190aefc18936b17b9f0 completed April 4, 2026, 4:27 p.m.
NED2 Entity disambiguation (via description) batch_69d13c7b2954819096a276e083d4fed1 completed April 4, 2026, 4:29 p.m.
Created at: March 30, 2026, 7:59 p.m.