Triple

T5019312
Position Surface form Disambiguated ID Type / Status
Subject Demogorgon E112809 entity
Predicate kidnaps P23387 FINISHED
Object Barbara Holland
Barbara Holland is a minor but beloved character from the Netflix series "Stranger Things," known as Nancy Wheeler’s loyal best friend whose mysterious disappearance becomes an early catalyst for the show's supernatural events.
E525263 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: Barbara Holland | Statement: [Demogorgon, kidnaps, Barbara Holland]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Barbara Holland
Context triple: [Demogorgon, kidnaps, Barbara Holland]
  • A. Barbara Trentham
    Barbara Trentham was an American model and actress who later became a painter, known in part for her marriage to British comedian John Cleese.
  • B. Helen Melland
    Helen Melland was the wife of British Prime Minister Herbert Henry Asquith and a member of the English upper-middle class in the late 19th century.
  • C. Joan Holland
    Joan Holland was an English noblewoman of the late 14th and early 15th centuries, connected to the royal House of York through her marriage to Edmund of Langley, 1st Duke of York.
  • D. Helen Humes
    Helen Humes was an American jazz and blues singer known for her work with Count Basie’s orchestra and her versatile, swinging vocal style.
  • E. Helen Morris
    Helen Morris is an American book editor and the longtime wife of acclaimed film director Martin Scorsese.
  • 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: Barbara Holland
Triple: [Demogorgon, kidnaps, Barbara Holland]
Generated description
Barbara Holland is a minor but beloved character from the Netflix series "Stranger Things," known as Nancy Wheeler’s loyal best friend whose mysterious disappearance becomes an early catalyst for the show's supernatural events.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Barbara Holland
Target entity description: Barbara Holland is a minor but beloved character from the Netflix series "Stranger Things," known as Nancy Wheeler’s loyal best friend whose mysterious disappearance becomes an early catalyst for the show's supernatural events.
  • A. Barbara Trentham
    Barbara Trentham was an American model and actress who later became a painter, known in part for her marriage to British comedian John Cleese.
  • B. Helen Melland
    Helen Melland was the wife of British Prime Minister Herbert Henry Asquith and a member of the English upper-middle class in the late 19th century.
  • C. Joan Holland
    Joan Holland was an English noblewoman of the late 14th and early 15th centuries, connected to the royal House of York through her marriage to Edmund of Langley, 1st Duke of York.
  • D. Helen Humes
    Helen Humes was an American jazz and blues singer known for her work with Count Basie’s orchestra and her versatile, swinging vocal style.
  • E. Helen Morris
    Helen Morris is an American book editor and the longtime wife of acclaimed film director Martin Scorsese.
  • 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_69bd4435c2f48190be593158cbfcf8a3 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd7342c62881909acb35849da8761c completed March 20, 2026, 4:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf88de71b481908ac7b13a3d1538db completed March 22, 2026, 6:14 a.m.
NEDg Description generation batch_69bf89fd92e08190b408405727cf6a2a completed March 22, 2026, 6:19 a.m.
NED2 Entity disambiguation (via description) batch_69bf8a5aaf888190a77bca9f7d3f63fd completed March 22, 2026, 6:21 a.m.
Created at: March 20, 2026, 1:35 p.m.