Triple

T269124
Position Surface form Disambiguated ID Type / Status
Subject The Neptunes E5588 entity
Predicate member P10 FINISHED
Object Chad Hugo
Chad Hugo is an American record producer, multi-instrumentalist, and songwriter best known as one half of the influential production duo The Neptunes, alongside Pharrell Williams.
E45125 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: Chad Hugo | Statement: [The Neptunes, member, Chad Hugo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chad Hugo
Context triple: [The Neptunes, member, Chad Hugo]
  • A. Chase Gioberti
    Chase Gioberti is a central character in the 1980s American prime-time soap opera "Falcon Crest," known as a principled vineyard owner who often clashes with his powerful family over control of their wine empire.
  • B. Nate Rogers
    Nate Rogers is a notable individual who shares the Rogers surname and has achieved enough recognition to be specifically identified among its bearers.
  • C. Eric Thibault
    Eric Thibault is a professional basketball coach best known for leading the WNBA’s Washington Mystics.
  • D. Stuffy McInnis
    Stuffy McInnis was an early 20th-century Major League Baseball first baseman best known as a key part of Connie Mack’s dominant Philadelphia Athletics teams and one of the era’s most reliable contact hitters and fielders.
  • E. Jeff Alexander
    Jeff Alexander was an American composer, arranger, and conductor known for his work in film and television music during the mid-20th century.
  • 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: Chad Hugo
Triple: [The Neptunes, member, Chad Hugo]
Generated description
Chad Hugo is an American record producer, multi-instrumentalist, and songwriter best known as one half of the influential production duo The Neptunes, alongside Pharrell Williams.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chad Hugo
Target entity description: Chad Hugo is an American record producer, multi-instrumentalist, and songwriter best known as one half of the influential production duo The Neptunes, alongside Pharrell Williams.
  • A. Chase Gioberti
    Chase Gioberti is a central character in the 1980s American prime-time soap opera "Falcon Crest," known as a principled vineyard owner who often clashes with his powerful family over control of their wine empire.
  • B. Nate Rogers
    Nate Rogers is a notable individual who shares the Rogers surname and has achieved enough recognition to be specifically identified among its bearers.
  • C. Eric Thibault
    Eric Thibault is a professional basketball coach best known for leading the WNBA’s Washington Mystics.
  • D. Stuffy McInnis
    Stuffy McInnis was an early 20th-century Major League Baseball first baseman best known as a key part of Connie Mack’s dominant Philadelphia Athletics teams and one of the era’s most reliable contact hitters and fielders.
  • E. Jeff Alexander
    Jeff Alexander was an American composer, arranger, and conductor known for his work in film and television music during the mid-20th century.
  • 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_69a25853594c8190b05ec3a586ec88bf completed Feb. 28, 2026, 2:52 a.m.
NER Named-entity recognition batch_69a25db00ed48190be6f598807265356 completed Feb. 28, 2026, 3:14 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3e01015108190b617592019306e39 completed March 1, 2026, 6:43 a.m.
NEDg Description generation batch_69a3e0941aa0819085168a7b436b875c completed March 1, 2026, 6:45 a.m.
NED2 Entity disambiguation (via description) batch_69a3e1d0ce5c819097f415f6d00448a2 completed March 1, 2026, 6:50 a.m.
Created at: Feb. 28, 2026, 2:57 a.m.