Triple

T13257849
Position Surface form Disambiguated ID Type / Status
Subject Mae Whitman E315708 entity
Predicate characterInWork P12208 FINISHED
Object Bianca Piper in The DUFF
Bianca Piper in The DUFF is a smart, sarcastic high school student who discovers she’s labeled the “Designated Ugly Fat Friend” and must confront issues of self-esteem, friendship, and identity.
E1031624 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: Bianca Piper in The DUFF | Statement: [Mae Whitman, characterInWork, Bianca Piper in The DUFF]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bianca Piper in The DUFF
Context triple: [Mae Whitman, characterInWork, Bianca Piper in The DUFF]
  • A. Bridget Duff
    Bridget Duff is the daughter of American actor Howard Duff and is primarily known for her connection to her father's Hollywood career.
  • B. Busy Philipps
    Busy Philipps is an American actress and television host known for her roles in series like "Freaks and Geeks," "Dawson’s Creek," and "Cougar Town," as well as for her outspoken, comedic presence in pop culture.
  • C. Cady Huffman
    Cady Huffman is a Tony Award–winning American actress and singer best known for her work in musical theatre, including her acclaimed performance in Mel Brooks’ hit Broadway musical "The Producers."
  • D. Natalie Bridges
    Natalie Bridges is the wife of New Zealand politician and former National Party leader Simon Bridges.
  • E. Piper Perabo
    Piper Perabo is an American actress known for her roles in films like "Coyote Ugly" and the TV series "Covert Affairs."
  • 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: Bianca Piper in The DUFF
Triple: [Mae Whitman, characterInWork, Bianca Piper in The DUFF]
Generated description
Bianca Piper in The DUFF is a smart, sarcastic high school student who discovers she’s labeled the “Designated Ugly Fat Friend” and must confront issues of self-esteem, friendship, and identity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bianca Piper in The DUFF
Target entity description: Bianca Piper in The DUFF is a smart, sarcastic high school student who discovers she’s labeled the “Designated Ugly Fat Friend” and must confront issues of self-esteem, friendship, and identity.
  • A. Bridget Duff
    Bridget Duff is the daughter of American actor Howard Duff and is primarily known for her connection to her father's Hollywood career.
  • B. Busy Philipps
    Busy Philipps is an American actress and television host known for her roles in series like "Freaks and Geeks," "Dawson’s Creek," and "Cougar Town," as well as for her outspoken, comedic presence in pop culture.
  • C. Cady Huffman
    Cady Huffman is a Tony Award–winning American actress and singer best known for her work in musical theatre, including her acclaimed performance in Mel Brooks’ hit Broadway musical "The Producers."
  • D. Natalie Bridges
    Natalie Bridges is the wife of New Zealand politician and former National Party leader Simon Bridges.
  • E. Piper Perabo
    Piper Perabo is an American actress known for her roles in films like "Coyote Ugly" and the TV series "Covert Affairs."
  • 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_69d806b1d9ac8190852c5571d5bd5f0f completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d98f7614fc8190a1cac076d706e9aa completed April 11, 2026, 12:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69f70a444b4c8190a5dd95460ac96cc7 completed May 3, 2026, 8:41 a.m.
NEDg Description generation batch_69f70d50b6148190a0cbc31d9937d59e completed May 3, 2026, 8:54 a.m.
NED2 Entity disambiguation (via description) batch_69f70e14389881908787a64ddead9707 completed May 3, 2026, 8:57 a.m.
Created at: April 9, 2026, 9:25 p.m.