Triple

T19400633
Position Surface form Disambiguated ID Type / Status
Subject Judith Light E485311 entity
Predicate televisionRole P1668 FINISHED
Object Shelly Pfefferman in Transparent
Shelly Pfefferman in Transparent is a central character in the acclaimed Amazon dramedy series, portrayed as the outspoken, emotionally complex ex-wife of the transitioning protagonist Maura Pfefferman.
E1373933 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: Shelly Pfefferman in Transparent | Statement: [Judith Light, televisionRole, Shelly Pfefferman in Transparent]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Shelly Pfefferman in Transparent
Context triple: [Judith Light, televisionRole, Shelly Pfefferman in Transparent]
  • A. 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.
  • B. Shelly Levene in Glengarry Glen Ross
    Shelly Levene in *Glengarry Glen Ross* is a desperate, aging real estate salesman whose struggle to reclaim his former success embodies the play’s themes of pressure, failure, and moral compromise in high-stakes sales.
  • C. Frankie Bergstein in Grace and Frankie
    Frankie Bergstein in Grace and Frankie is a free-spirited, eccentric artist and activist who forms an unlikely but deep friendship with Grace Hanson after their husbands leave them for each other.
  • D. Gillian Jacobs
    Gillian Jacobs is an American actress best known for playing Britta Perry on the television sitcom "Community."
  • E. Hanna Heller in Hanna
    Hanna Heller in *Hanna* is a genetically enhanced teenage assassin raised in isolation and thrust into a violent journey of self-discovery and survival.
  • 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: Shelly Pfefferman in Transparent
Triple: [Judith Light, televisionRole, Shelly Pfefferman in Transparent]
Generated description
Shelly Pfefferman in Transparent is a central character in the acclaimed Amazon dramedy series, portrayed as the outspoken, emotionally complex ex-wife of the transitioning protagonist Maura Pfefferman.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Shelly Pfefferman in Transparent
Target entity description: Shelly Pfefferman in Transparent is a central character in the acclaimed Amazon dramedy series, portrayed as the outspoken, emotionally complex ex-wife of the transitioning protagonist Maura Pfefferman.
  • A. 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.
  • B. Shelly Levene in Glengarry Glen Ross
    Shelly Levene in *Glengarry Glen Ross* is a desperate, aging real estate salesman whose struggle to reclaim his former success embodies the play’s themes of pressure, failure, and moral compromise in high-stakes sales.
  • C. Frankie Bergstein in Grace and Frankie
    Frankie Bergstein in Grace and Frankie is a free-spirited, eccentric artist and activist who forms an unlikely but deep friendship with Grace Hanson after their husbands leave them for each other.
  • D. Gillian Jacobs
    Gillian Jacobs is an American actress best known for playing Britta Perry on the television sitcom "Community."
  • E. Hanna Heller in Hanna
    Hanna Heller in *Hanna* is a genetically enhanced teenage assassin raised in isolation and thrust into a violent journey of self-discovery and survival.
  • 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_69d8e8d5162481909db12435d9535c1a completed April 10, 2026, 12:11 p.m.
NER Named-entity recognition batch_69e6257692508190b658928e224d72d7 completed April 20, 2026, 1:09 p.m.
NED1 Entity disambiguation (via context triple) batch_6a072b90e5b88190af351c9b1814a456 completed May 15, 2026, 2:20 p.m.
NEDg Description generation batch_6a072d79ae348190a078fb5441c6466b completed May 15, 2026, 2:28 p.m.
NED2 Entity disambiguation (via description) batch_6a072e930e948190ac19fa2b81639922 completed May 15, 2026, 2:32 p.m.
Created at: April 10, 2026, 1:36 p.m.