Triple

T3084325
Position Surface form Disambiguated ID Type / Status
Subject Friends E64332 entity
Predicate creator P184 FINISHED
Object Marta Kauffman
Marta Kauffman is an American television writer and producer best known as the co-creator of the hit sitcom "Friends."
 E325155 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: Marta Kauffman | Statement: [Friends, creator, Marta Kauffman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Marta Kauffman
Context triple: [Friends, creator, Marta Kauffman]
  • A. Stacey Sher
    Stacey Sher is an American film and television producer known for her work on acclaimed movies such as "Django Unchained," "Pulp Fiction," and "Erin Brockovich."
  • B. Lynne Benioff
    Lynne Benioff is an American philanthropist and civic leader known for her work in healthcare, education, and community initiatives, often in partnership with her husband, Salesforce CEO Marc Benioff.
  • C. Lesli Linka Glatter
    Lesli Linka Glatter is an American television director and producer known for her work on acclaimed series such as Homeland, Mad Men, and The West Wing.
  • D. Frances Pen Benioff
    Frances Pen Benioff is the daughter of American actress Amanda Peet and television writer-producer David Benioff.
  • E. Amy Kaufman
    Amy Kaufman is a film producer best known for her work on critically acclaimed independent dramas such as "Beasts of No Nation."
  • 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: Marta Kauffman
Triple: [Friends, creator, Marta Kauffman]
Generated description
Marta Kauffman is an American television writer and producer best known as the co-creator of the hit sitcom "Friends."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Marta Kauffman
Target entity description: Marta Kauffman is an American television writer and producer best known as the co-creator of the hit sitcom "Friends."
  • A. Stacey Sher
    Stacey Sher is an American film and television producer known for her work on acclaimed movies such as "Django Unchained," "Pulp Fiction," and "Erin Brockovich."
  • B. Lynne Benioff
    Lynne Benioff is an American philanthropist and civic leader known for her work in healthcare, education, and community initiatives, often in partnership with her husband, Salesforce CEO Marc Benioff.
  • C. Lesli Linka Glatter
    Lesli Linka Glatter is an American television director and producer known for her work on acclaimed series such as Homeland, Mad Men, and The West Wing.
  • D. Frances Pen Benioff
    Frances Pen Benioff is the daughter of American actress Amanda Peet and television writer-producer David Benioff.
  • E. Amy Kaufman
    Amy Kaufman is a film producer best known for her work on critically acclaimed independent dramas such as "Beasts of No Nation."
  • 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_69ad857bb4c88190a4cf27893fcabed8 completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ada1e98a1c8190b1dd4a0a47f7d6c6 completed March 8, 2026, 4:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69b1f89b650c8190983a00e37a42a794 completed March 11, 2026, 11:19 p.m.
NEDg Description generation batch_69b1f992a8ec8190b3e37dddd93ac57b completed March 11, 2026, 11:24 p.m.
NED2 Entity disambiguation (via description) batch_69b1f9f759408190a4f2121078fe13cb completed March 11, 2026, 11:25 p.m.
Created at: March 8, 2026, 3:03 p.m.