Triple

T10908272
Position Surface form Disambiguated ID Type / Status
Subject Judas and the Black Messiah E257626 entity
Predicate writer P1360 FINISHED
Object Will Berson
Will Berson is a screenwriter best known for co-writing the acclaimed historical drama film "Judas and the Black Messiah."
 E892602 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: Will Berson | Statement: [Judas and the Black Messiah, writer, Will Berson]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Will Berson
Context triple: [Judas and the Black Messiah, writer, Will Berson]
  • A. Don Burgess
    Don Burgess is an American cinematographer best known for his Oscar-nominated work on the film "Forrest Gump" and his frequent collaborations with director Robert Zemeckis.
  • B. Hal Bidlack
    Hal Bidlack is an American political science professor, retired U.S. Air Force officer, and public speaker known for his work in skepticism and secular humanism.
  • C. Christopher James Berman
    Christopher James Berman is a longtime ESPN sportscaster best known for his energetic NFL coverage and signature catchphrases.
  • D. John Eisendrath
    John Eisendrath is a television writer and producer best known for his work on series such as "The Blacklist" and "Alias."
  • E. Tosh Berman
    Tosh Berman is an American writer, poet, and publisher known for his memoirs and works on art, music, and culture, as well as his involvement in the Los Angeles avant-garde scene.
  • 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: Will Berson
Triple: [Judas and the Black Messiah, writer, Will Berson]
Generated description
Will Berson is a screenwriter best known for co-writing the acclaimed historical drama film "Judas and the Black Messiah."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Will Berson
Target entity description: Will Berson is a screenwriter best known for co-writing the acclaimed historical drama film "Judas and the Black Messiah."
  • A. Don Burgess
    Don Burgess is an American cinematographer best known for his Oscar-nominated work on the film "Forrest Gump" and his frequent collaborations with director Robert Zemeckis.
  • B. Hal Bidlack
    Hal Bidlack is an American political science professor, retired U.S. Air Force officer, and public speaker known for his work in skepticism and secular humanism.
  • C. Christopher James Berman
    Christopher James Berman is a longtime ESPN sportscaster best known for his energetic NFL coverage and signature catchphrases.
  • D. John Eisendrath
    John Eisendrath is a television writer and producer best known for his work on series such as "The Blacklist" and "Alias."
  • E. Tosh Berman
    Tosh Berman is an American writer, poet, and publisher known for his memoirs and works on art, music, and culture, as well as his involvement in the Los Angeles avant-garde scene.
  • 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_69d6aa8550c8819095508a2ed9acf3db completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d7706824d08190ba894d144cc6b3ba completed April 9, 2026, 9:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69e1554fc61c8190a0354e2f24cb62e4 completed April 16, 2026, 9:31 p.m.
NEDg Description generation batch_69e1801dc2e8819099bc862705871761 completed April 17, 2026, 12:34 a.m.
NED2 Entity disambiguation (via description) batch_69e1831802608190b5c3c5a4e8d8681a completed April 17, 2026, 12:47 a.m.
Created at: April 8, 2026, 9:22 p.m.