Triple

T9524332
Position Surface form Disambiguated ID Type / Status
Subject Hubbard E229721 entity
Predicate hasNotableBearer P458 FINISHED
Object Benjamin J. Hubbard
Benjamin J. Hubbard is an American scholar of religious studies known for his work on religion in public life and contemporary religious issues.
 E804046 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: Benjamin J. Hubbard | Statement: [Hubbard, hasNotableBearer, Benjamin J. Hubbard]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Benjamin J. Hubbard
Context triple: [Hubbard, hasNotableBearer, Benjamin J. Hubbard]
  • A. Jeffrey Lieber
    Jeffrey Lieber is an American screenwriter and producer best known for his early role in developing the hit television series "Lost."
  • B. Andrew Weisblum
    Andrew Weisblum is an American film editor known for his work on major feature films, including collaborations with directors like Darren Aronofsky and Wes Anderson.
  • C. Jared Bernstein
    Jared Bernstein is an American economist and policy advisor who has served in prominent roles shaping U.S. economic policy, including as a key advisor in the Obama and Biden administrations.
  • D. Michael Glouberman
    Michael Glouberman is a television writer and producer best known for his work on the acclaimed sitcom "Malcolm in the Middle."
  • E. Timothy Fall
    Timothy Fall is an actor known for his role in the British television sitcom "Bob."
  • 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: Benjamin J. Hubbard
Triple: [Hubbard, hasNotableBearer, Benjamin J. Hubbard]
Generated description
Benjamin J. Hubbard is an American scholar of religious studies known for his work on religion in public life and contemporary religious issues.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Benjamin J. Hubbard
Target entity description: Benjamin J. Hubbard is an American scholar of religious studies known for his work on religion in public life and contemporary religious issues.
  • A. Jeffrey Lieber
    Jeffrey Lieber is an American screenwriter and producer best known for his early role in developing the hit television series "Lost."
  • B. Andrew Weisblum
    Andrew Weisblum is an American film editor known for his work on major feature films, including collaborations with directors like Darren Aronofsky and Wes Anderson.
  • C. Jared Bernstein
    Jared Bernstein is an American economist and policy advisor who has served in prominent roles shaping U.S. economic policy, including as a key advisor in the Obama and Biden administrations.
  • D. Michael Glouberman
    Michael Glouberman is a television writer and producer best known for his work on the acclaimed sitcom "Malcolm in the Middle."
  • E. Timothy Fall
    Timothy Fall is an actor known for his role in the British television sitcom "Bob."
  • 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.