Triple

T1951728
Position Surface form Disambiguated ID Type / Status
Subject Black Panther E42173 entity
Predicate screenwriter P2831 FINISHED
Object Joe Robert Cole
Joe Robert Cole is an American screenwriter, director, and producer best known for co-writing Marvel’s acclaimed superhero film "Black Panther."
E219081 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: Joe Robert Cole | Statement: [Black Panther, screenwriter, Joe Robert Cole]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Joe Robert Cole
Context triple: [Black Panther, screenwriter, Joe Robert Cole]
  • A. Christopher Reid
    Christopher Reid is a British poet and former poetry editor known for his witty, emotionally resonant verse and for winning major literary awards such as the Costa Book Award.
  • B. Bryan-Michael Cox
    Bryan-Michael Cox is a Grammy-winning American songwriter and record producer known for crafting numerous R&B and pop hits for major artists.
  • C. Stephen Robinson
    Stephen Robinson is a NASA astronaut and engineer best known for flying on multiple Space Shuttle missions, including the Return to Flight mission after the Columbia disaster.
  • D. Keith Robinson
    Keith Robinson is an American actor and R&B singer best known for his role in the film adaptation of the musical "Dreamgirls."
  • E. Stephen Glenn Martin
    Stephen Glenn Martin is an American comedian, actor, writer, musician, and producer renowned for his stand-up comedy, film roles, and banjo performances.
  • 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: Joe Robert Cole
Triple: [Black Panther, screenwriter, Joe Robert Cole]
Generated description
Joe Robert Cole is an American screenwriter, director, and producer best known for co-writing Marvel’s acclaimed superhero film "Black Panther."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Joe Robert Cole
Target entity description: Joe Robert Cole is an American screenwriter, director, and producer best known for co-writing Marvel’s acclaimed superhero film "Black Panther."
  • A. Christopher Reid
    Christopher Reid is a British poet and former poetry editor known for his witty, emotionally resonant verse and for winning major literary awards such as the Costa Book Award.
  • B. Bryan-Michael Cox
    Bryan-Michael Cox is a Grammy-winning American songwriter and record producer known for crafting numerous R&B and pop hits for major artists.
  • C. Stephen Robinson
    Stephen Robinson is a NASA astronaut and engineer best known for flying on multiple Space Shuttle missions, including the Return to Flight mission after the Columbia disaster.
  • D. Keith Robinson
    Keith Robinson is an American actor and R&B singer best known for his role in the film adaptation of the musical "Dreamgirls."
  • E. Sean Cahill
    Sean Cahill is a relative of former Australian professional soccer player Tim Cahill.
  • 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_69a8870e08fc8190a319cbf2600db15f completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abb34eb5748190a3ac395252951eba completed March 7, 2026, 5:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69adfbc3cf6881909d42a04be18c3c73 completed March 8, 2026, 10:44 p.m.
NEDg Description generation batch_69adfcd009d88190ba7f380aa1c82300 completed March 8, 2026, 10:48 p.m.
NED2 Entity disambiguation (via description) batch_69adfd946b6081908ab6358d0f237a58 completed March 8, 2026, 10:52 p.m.
Created at: March 4, 2026, 7:36 p.m.