Triple

T16082383
Position Surface form Disambiguated ID Type / Status
Subject Home for Christmas E390140 entity
Predicate producer P490 FINISHED
Object Andrew Fromm
Andrew Fromm is an American songwriter and producer best known for his work with pop and R&B artists, contributing to albums by acts such as the Backstreet Boys and other mainstream performers.
E1397370 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: Andrew Fromm | Statement: [Home for Christmas, producer, Andrew Fromm]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Andrew Fromm
Context triple: [Home for Christmas, producer, Andrew Fromm]
  • A. Stephen Blauner
    Stephen Blauner was an American television and film producer best known as a co-founder of the company behind the pop group and TV series "The Monkees."
  • B. Charles Schoenbaum
    Charles Schoenbaum was an American cinematographer known for his work on numerous Hollywood films during the mid-20th century.
  • C. Max Rosenthal
    Max Rosenthal is a notable individual recognized for achievements significant enough to be distinctly associated with the surname Rosenthal.
  • D. Morris Weinstein
    Morris Weinstein, better known by his stage name Jack Weston, was an American character actor recognized for his work in film, television, and theater from the 1950s through the 1980s.
  • E. Irving Brecher
    Irving Brecher was an American screenwriter best known for his work on Marx Brothers comedies and classic Hollywood films of the 1930s and 1940s.
  • 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: Andrew Fromm
Triple: [Home for Christmas, producer, Andrew Fromm]
Generated description
Andrew Fromm is an American songwriter and producer best known for his work with pop and R&B artists, contributing to albums by acts such as the Backstreet Boys and other mainstream performers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Andrew Fromm
Target entity description: Andrew Fromm is an American songwriter and producer best known for his work with pop and R&B artists, contributing to albums by acts such as the Backstreet Boys and other mainstream performers.
  • A. Stephen Blauner
    Stephen Blauner was an American television and film producer best known as a co-founder of the company behind the pop group and TV series "The Monkees."
  • B. Charles Schoenbaum
    Charles Schoenbaum was an American cinematographer known for his work on numerous Hollywood films during the mid-20th century.
  • C. Max Rosenthal
    Max Rosenthal is a notable individual recognized for achievements significant enough to be distinctly associated with the surname Rosenthal.
  • D. Morris Weinstein
    Morris Weinstein, better known by his stage name Jack Weston, was an American character actor recognized for his work in film, television, and theater from the 1950s through the 1980s.
  • E. Irving Brecher
    Irving Brecher was an American screenwriter best known for his work on Marx Brothers comedies and classic Hollywood films of the 1930s and 1940s.
  • 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_69d86daf32ec8190a8c0466c8f49c3c0 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e1844b86288190ad0452aad6bdd5fb completed April 17, 2026, 12:52 a.m.
NED1 Entity disambiguation (via context triple) batch_6a07ccafa04c8190849980aeda8f3435 completed May 16, 2026, 1:47 a.m.
NEDg Description generation batch_6a07cfbebe848190a1e7cce64ec19df9 completed May 16, 2026, 2 a.m.
NED2 Entity disambiguation (via description) batch_6a07d050623c8190bfd3c05193794101 completed May 16, 2026, 2:02 a.m.
Created at: April 10, 2026, 4:57 a.m.