Triple

T14534027
Position Surface form Disambiguated ID Type / Status
Subject Keshia Knight Pulliam E340989 entity
Predicate spouse P13 FINISHED
Object Brad James
Brad James is an American actor best known for his role on the television series "Tyler Perry's For Better or Worse" and for his work in various film and TV projects.
E1104751 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: Brad James | Statement: [Keshia Knight Pulliam, spouse, Brad James]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Brad James
Context triple: [Keshia Knight Pulliam, spouse, Brad James]
  • A. Mark James
    Mark James is an American songwriter best known for penning enduring hits such as "Suspicious Minds" and "Always on My Mind."
  • B. Michael Jameson
    Michael Jameson is the husband of Mireille Duval Jameson, known primarily in relation to her.
  • C. Tony James
    Tony James is an American financier and executive best known as the longtime president and chief operating officer of Blackstone and for his leadership roles at major cultural institutions.
  • D. Tony James
    Tony James is a person known primarily as the husband of Amabel James.
  • E. Blake James
    Blake James is an American college athletics administrator best known for serving as the athletic director at major universities, including the University of Miami and later Boston College.
  • 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: Brad James
Triple: [Keshia Knight Pulliam, spouse, Brad James]
Generated description
Brad James is an American actor best known for his role on the television series "Tyler Perry's For Better or Worse" and for his work in various film and TV projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Brad James
Target entity description: Brad James is an American actor best known for his role on the television series "Tyler Perry's For Better or Worse" and for his work in various film and TV projects.
  • A. Mark James
    Mark James is an American songwriter best known for penning enduring hits such as "Suspicious Minds" and "Always on My Mind."
  • B. Michael Jameson
    Michael Jameson is the husband of Mireille Duval Jameson, known primarily in relation to her.
  • C. Tony James
    Tony James is a person known primarily as the husband of Amabel James.
  • D. Tony James
    Tony James is an American financier and executive best known as the longtime president and chief operating officer of Blackstone and for his leadership roles at major cultural institutions.
  • E. Blake James
    Blake James is an American college athletics administrator best known for serving as the athletic director at major universities, including the University of Miami and later Boston College.
  • 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_69d822dac79c8190a84a073f3cbaced5 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69dea053f9bc8190901b9d321811d881 completed April 14, 2026, 8:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd7a589d488190b4a192f33d11092d completed May 8, 2026, 5:53 a.m.
NEDg Description generation batch_69fd7ae2ce048190ba802c4639c128d6 completed May 8, 2026, 5:55 a.m.
NED2 Entity disambiguation (via description) batch_69fd7b7147448190952a395f72662014 completed May 8, 2026, 5:58 a.m.
Created at: April 10, 2026, 1:22 a.m.