Triple

T10792734
Position Surface form Disambiguated ID Type / Status
Subject Heather Dubrow E254621 entity
Predicate seasonOfRealHousewivesAppearance P14029 FINISHED
Object The Real Housewives of Orange County season 16
The Real Housewives of Orange County season 16 is a reality TV season that continues the long-running Bravo franchise by following the personal and social dramas of affluent women living in Orange County, California.
 E885411 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: The Real Housewives of Orange County season 16 | Statement: [Heather Dubrow, seasonOfRealHousewivesAppearance, The Real Housewives of Orange County season 16]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: The Real Housewives of Orange County season 16
Context triple: [Heather Dubrow, seasonOfRealHousewivesAppearance, The Real Housewives of Orange County season 16]
  • A. The Real Housewives
    The Real Housewives is a popular American reality television franchise that follows the personal and professional lives of affluent women in various cities.
  • B. The Hotwives of Orlando
    The Hotwives of Orlando is a satirical comedy series that parodies reality TV housewife franchises, featuring an ensemble cast of comedians including Michael Ian Black.
  • C. The Real Housewives of Atlanta
    The Real Housewives of Atlanta is a reality television series that follows the personal and professional lives of affluent women in Atlanta, Georgia, and is one of the most popular installments in the Real Housewives franchise.
  • D. American Housewife
    American Housewife is a U.S. sitcom that humorously follows a strong-willed mother navigating family life and social pressures in an affluent suburban town.
  • E. Desperate Housewives
    Desperate Housewives is a popular American television dramedy series that follows the intertwined lives, secrets, and scandals of suburban women living on Wisteria Lane.
  • 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: The Real Housewives of Orange County season 16
Triple: [Heather Dubrow, seasonOfRealHousewivesAppearance, The Real Housewives of Orange County season 16]
Generated description
The Real Housewives of Orange County season 16 is a reality TV season that continues the long-running Bravo franchise by following the personal and social dramas of affluent women living in Orange County, California.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: The Real Housewives of Orange County season 16
Target entity description: The Real Housewives of Orange County season 16 is a reality TV season that continues the long-running Bravo franchise by following the personal and social dramas of affluent women living in Orange County, California.
  • A. The Real Housewives
    The Real Housewives is a popular American reality television franchise that follows the personal and professional lives of affluent women in various cities.
  • B. The Hotwives of Orlando
    The Hotwives of Orlando is a satirical comedy series that parodies reality TV housewife franchises, featuring an ensemble cast of comedians including Michael Ian Black.
  • C. The Real Housewives of Atlanta
    The Real Housewives of Atlanta is a reality television series that follows the personal and professional lives of affluent women in Atlanta, Georgia, and is one of the most popular installments in the Real Housewives franchise.
  • D. American Housewife
    American Housewife is a U.S. sitcom that humorously follows a strong-willed mother navigating family life and social pressures in an affluent suburban town.
  • E. Desperate Housewives
    Desperate Housewives is a popular American television dramedy series that follows the intertwined lives, secrets, and scandals of suburban women living on Wisteria Lane.
  • 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_69d6aa609f008190a294200aefcb7bd5 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d732f7ad408190af4727dd9d459498 completed April 9, 2026, 5:02 a.m.
NED1 Entity disambiguation (via context triple) batch_69de564748ac8190beaaea44bb2d95ed completed April 14, 2026, 2:59 p.m.
NEDg Description generation batch_69de5eae7ab88190a0c512cfe61e3458 completed April 14, 2026, 3:35 p.m.
NED2 Entity disambiguation (via description) batch_69de60907e1081908405b6d71adbd388 completed April 14, 2026, 3:43 p.m.
Created at: April 8, 2026, 9:17 p.m.