Triple

T6654711
Position Surface form Disambiguated ID Type / Status
Subject Transparent E150911 entity
Predicate characterPortrayedBy P1507 FINISHED
Object Ali Pfefferman – Gaby Hoffmann
Ali Pfefferman is a central, gender-questioning member of the Pfefferman family in the TV series "Transparent," portrayed with emotional complexity and nuance by actor Gaby Hoffmann.
E608628 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: Ali Pfefferman – Gaby Hoffmann | Statement: [Transparent, characterPortrayedBy, Ali Pfefferman – Gaby Hoffmann]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ali Pfefferman – Gaby Hoffmann
Context triple: [Transparent, characterPortrayedBy, Ali Pfefferman – Gaby Hoffmann]
  • A. Arlene Weiss (Arlene Alda)
    Arlene Weiss, better known as Arlene Alda, is an American photographer, author, and former clarinetist who is also recognized as the wife of actor Alan Alda.
  • B. Betty Cohen
    Betty Cohen is an American television executive best known as the founding president of Cartoon Network and a pioneering figure in cable children’s programming.
  • C. Doris Kleiner
    Doris Kleiner is best known as the second wife of actor Yul Brynner, with whom she had a daughter during their marriage in the 1960s.
  • D. Madeline Kahn
    Madeline Kahn was an American actress and comedian renowned for her distinctive voice and acclaimed performances in films such as "Blazing Saddles," "Young Frankenstein," and "Paper Moon."
  • E. Lila Schwarzenberg
    Lila Schwarzenberg is an Austrian journalist, philanthropist, and former Czech countess known for her cultural and charitable work in Europe.
  • 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: Ali Pfefferman – Gaby Hoffmann
Triple: [Transparent, characterPortrayedBy, Ali Pfefferman – Gaby Hoffmann]
Generated description
Ali Pfefferman is a central, gender-questioning member of the Pfefferman family in the TV series "Transparent," portrayed with emotional complexity and nuance by actor Gaby Hoffmann.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ali Pfefferman – Gaby Hoffmann
Target entity description: Ali Pfefferman is a central, gender-questioning member of the Pfefferman family in the TV series "Transparent," portrayed with emotional complexity and nuance by actor Gaby Hoffmann.
  • A. Arlene Weiss (Arlene Alda)
    Arlene Weiss, better known as Arlene Alda, is an American photographer, author, and former clarinetist who is also recognized as the wife of actor Alan Alda.
  • B. Betty Cohen
    Betty Cohen is an American television executive best known as the founding president of Cartoon Network and a pioneering figure in cable children’s programming.
  • C. Doris Kleiner
    Doris Kleiner is best known as the second wife of actor Yul Brynner, with whom she had a daughter during their marriage in the 1960s.
  • D. Madeline Kahn
    Madeline Kahn was an American actress and comedian renowned for her distinctive voice and acclaimed performances in films such as "Blazing Saddles," "Young Frankenstein," and "Paper Moon."
  • E. Lila Schwarzenberg
    Lila Schwarzenberg is an Austrian journalist, philanthropist, and former Czech countess known for her cultural and charitable work in Europe.
  • 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_69c687f2c9508190a60b9aad31d3f358 completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6b049958c8190bb3ef0d4c281825b completed March 27, 2026, 4:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6eefffdfc8190bc191606bdb481a5 completed March 27, 2026, 8:56 p.m.
NEDg Description generation batch_69c6f0d4780c81908e6c274c81d883a7 completed March 27, 2026, 9:04 p.m.
NED2 Entity disambiguation (via description) batch_69c6f15b7d848190815be600234461ba completed March 27, 2026, 9:06 p.m.
Created at: March 27, 2026, 2:01 p.m.