Triple

T6654702
Position Surface form Disambiguated ID Type / Status
Subject Transparent E150911 entity
Predicate follows P134 FINISHED
Object Pfefferman family
The Pfefferman family is the central, dysfunctional Jewish-American family in the television series "Transparent," around whom the show's explorations of gender identity, sexuality, and intergenerational dynamics revolve.
 E608625 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: Pfefferman family | Statement: [Transparent, follows, Pfefferman family]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Pfefferman family
Context triple: [Transparent, follows, Pfefferman family]
  • A. Braverman family
    The Braverman family is the central multigenerational clan in the television drama "Parenthood," known for its realistic portrayal of family relationships, personal struggles, and emotional bonds.
  • B. Seidman family
    The Seidman family is a philanthropic family known for its significant contributions to education and business, including endowing the Seidman College of Business.
  • C. Melvin family
    The Melvin family was a New England family commemorated for its members’ service and sacrifice in the American Civil War, notably honored by the Melvin Memorial in Concord, Massachusetts.
  • D. Grossman family
    The Grossman family is a prominent philanthropic family known for its substantial contributions to medical education and healthcare, including major support for New York University’s medical school.
  • E. Schiff family
    The Schiff family is a prominent German-Jewish banking and philanthropic dynasty influential in finance and Jewish communal life in Europe and the United States.
  • 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: Pfefferman family
Triple: [Transparent, follows, Pfefferman family]
Generated description
The Pfefferman family is the central, dysfunctional Jewish-American family in the television series "Transparent," around whom the show's explorations of gender identity, sexuality, and intergenerational dynamics revolve.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Pfefferman family
Target entity description: The Pfefferman family is the central, dysfunctional Jewish-American family in the television series "Transparent," around whom the show's explorations of gender identity, sexuality, and intergenerational dynamics revolve.
  • A. Braverman family
    The Braverman family is the central multigenerational clan in the television drama "Parenthood," known for its realistic portrayal of family relationships, personal struggles, and emotional bonds.
  • B. Seidman family
    The Seidman family is a philanthropic family known for its significant contributions to education and business, including endowing the Seidman College of Business.
  • C. Melvin family
    The Melvin family was a New England family commemorated for its members’ service and sacrifice in the American Civil War, notably honored by the Melvin Memorial in Concord, Massachusetts.
  • D. Grossman family
    The Grossman family is a prominent philanthropic family known for its substantial contributions to medical education and healthcare, including major support for New York University’s medical school.
  • E. Schiff family
    The Schiff family is a prominent German-Jewish banking and philanthropic dynasty influential in finance and Jewish communal life in Europe and the United States.
  • 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.