Triple

T13537525
Position Surface form Disambiguated ID Type / Status
Subject Devious Maids E323299 entity
Predicate executiveProducer P7225 FINISHED
Object Larry Shuman
Larry Shuman is a television producer best known for serving as an executive producer on the comedy-drama series "Devious Maids."
E1069427 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: Larry Shuman | Statement: [Devious Maids, executiveProducer, Larry Shuman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Larry Shuman
Context triple: [Devious Maids, executiveProducer, Larry Shuman]
  • A. Fred Hechinger
    Fred Hechinger is an American actor known for his roles in films and television series such as "The White Lotus," "Eighth Grade," and "The Woman in the Window."
  • B. George Massenburg
    George Massenburg is an acclaimed American recording engineer, producer, and inventor renowned for his pioneering work in audio technology and studio production.
  • C. Kirk Gleason
    Kirk Gleason is a quirky, multi-job-holding resident of Stars Hollow on the television series "Gilmore Girls," known for his eccentric personality and comedic antics.
  • D. Paul Bolen
    Paul Bolen is a musician known for being a member of the Celtic rock band O'Malley's March.
  • E. Lloyd Hubler
    Lloyd Hubler is a cinematographer best known for his work on the animated film "Megamind."
  • 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: Larry Shuman
Triple: [Devious Maids, executiveProducer, Larry Shuman]
Generated description
Larry Shuman is a television producer best known for serving as an executive producer on the comedy-drama series "Devious Maids."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Larry Shuman
Target entity description: Larry Shuman is a television producer best known for serving as an executive producer on the comedy-drama series "Devious Maids."
  • A. Fred Hechinger
    Fred Hechinger is an American actor known for his roles in films and television series such as "The White Lotus," "Eighth Grade," and "The Woman in the Window."
  • B. George Massenburg
    George Massenburg is an acclaimed American recording engineer, producer, and inventor renowned for his pioneering work in audio technology and studio production.
  • C. Kirk Gleason
    Kirk Gleason is a quirky, multi-job-holding resident of Stars Hollow on the television series "Gilmore Girls," known for his eccentric personality and comedic antics.
  • D. Paul Bolen
    Paul Bolen is a musician known for being a member of the Celtic rock band O'Malley's March.
  • E. Lloyd Hubler
    Lloyd Hubler is a cinematographer best known for his work on the animated film "Megamind."
  • 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_69d8076776248190bdf0d4fa1f85a5fc completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69dbafbe39948190808062d4eff91841 completed April 12, 2026, 2:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69f7ce5ecad88190b7c8236969d9abc7 completed May 3, 2026, 10:38 p.m.
NEDg Description generation batch_69f7cef1ec7c8190aabca09b8bf92202 completed May 3, 2026, 10:40 p.m.
NED2 Entity disambiguation (via description) batch_69f7cf4bbb308190943a1a06715ff0a0 completed May 3, 2026, 10:42 p.m.
Created at: April 9, 2026, 9:45 p.m.