Triple

T7251876
Position Surface form Disambiguated ID Type / Status
Subject After the Storm E157621 entity
Predicate producer P490 FINISHED
Object Andre "Madd Scientist" Johnson
Andre "Madd Scientist" Johnson is a music producer known for his work on the album "After the Storm" and for his distinctive, experimental production style.
 E651247 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: Andre "Madd Scientist" Johnson | Statement: [After the Storm, producer, Andre "Madd Scientist" Johnson]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Andre "Madd Scientist" Johnson
Context triple: [After the Storm, producer, Andre "Madd Scientist" Johnson]
  • A. Christopher Johnson
    Christopher Johnson is an American businessman and member of the Johnson family who serves as a principal owner and executive of the New York Jets NFL franchise.
  • B. Glenn Shadix
    Glenn Shadix was an American character actor best known for his eccentric roles in films like "Beetlejuice" and various voice performances in animated works.
  • C. Deric Washburn
    Deric Washburn is an American screenwriter best known for co-writing the acclaimed Vietnam War drama film "The Deer Hunter."
  • D. Nathan Johnson
    Nathan Johnson is an American film composer and musician best known for his innovative, experimental scores for director Rian Johnson’s movies, including "Brick," "Looper," and "Knives Out."
  • E. Greg Johnson
    Greg Johnson is a television writer and producer best known for co-creating the animated series "Pacific Rim: The Black" and his work on various Marvel animated shows.
  • 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: Andre "Madd Scientist" Johnson
Triple: [After the Storm, producer, Andre "Madd Scientist" Johnson]
Generated description
Andre "Madd Scientist" Johnson is a music producer known for his work on the album "After the Storm" and for his distinctive, experimental production style.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Andre "Madd Scientist" Johnson
Target entity description: Andre "Madd Scientist" Johnson is a music producer known for his work on the album "After the Storm" and for his distinctive, experimental production style.
  • A. Christopher Johnson
    Christopher Johnson is an American businessman and member of the Johnson family who serves as a principal owner and executive of the New York Jets NFL franchise.
  • B. Glenn Shadix
    Glenn Shadix was an American character actor best known for his eccentric roles in films like "Beetlejuice" and various voice performances in animated works.
  • C. Deric Washburn
    Deric Washburn is an American screenwriter best known for co-writing the acclaimed Vietnam War drama film "The Deer Hunter."
  • D. Nathan Johnson
    Nathan Johnson is an American film composer and musician best known for his innovative, experimental scores for director Rian Johnson’s movies, including "Brick," "Looper," and "Knives Out."
  • E. Greg Johnson
    Greg Johnson is a television writer and producer best known for co-creating the animated series "Pacific Rim: The Black" and his work on various Marvel animated shows.
  • 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_69c6882d81d4819085f7ff862951ee4f completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6ea7ae0e48190bd80c91bad1976c6 completed March 27, 2026, 8:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7d3a7502081909d2a97a60cc445ae completed March 28, 2026, 1:12 p.m.
NEDg Description generation batch_69c7d4690adc81909abbfb7a756f453d completed March 28, 2026, 1:15 p.m.
NED2 Entity disambiguation (via description) batch_69c7d517a7108190893878cbef7d1a3a completed March 28, 2026, 1:18 p.m.
Created at: March 27, 2026, 2:56 p.m.