Triple

T10597991
Position Surface form Disambiguated ID Type / Status
Subject Amber Portwood E275666 entity
Predicate notableWork P4 FINISHED
Object Never Too Late
"Never Too Late" is a memoir by reality television personality Amber Portwood in which she recounts her struggles with addiction, legal issues, and personal growth.
E874474 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: Never Too Late | Statement: [Amber Portwood, notableWork, Never Too Late]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Never Too Late
Context triple: [Amber Portwood, notableWork, Never Too Late]
  • A. Never Too Late
    Never Too Late is a work by author Robert Greene, known for his books on power, strategy, and human nature.
  • B. Not Too Late
    Not Too Late is a 2007 studio album by American singer-songwriter Norah Jones that showcases a more intimate, self-penned collection of jazz-influenced pop songs.
  • C. No Such Thing as Too Late
    "No Such Thing as Too Late" is a song featured on the album "Two Eleven" by American R&B singer Brandy.
  • D. Too Late
    "Too Late" is a socially conscious hip-hop track by Reflection Eternal (Talib Kweli and Hi-Tek), known for its reflective lyrics and soulful production.
  • E. Too Late
    "Too Late" is a song by the American rock band Train of Thought.
  • 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: Never Too Late
Triple: [Amber Portwood, notableWork, Never Too Late]
Generated description
"Never Too Late" is a memoir by reality television personality Amber Portwood in which she recounts her struggles with addiction, legal issues, and personal growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Never Too Late
Target entity description: "Never Too Late" is a memoir by reality television personality Amber Portwood in which she recounts her struggles with addiction, legal issues, and personal growth.
  • A. Never Too Late
    Never Too Late is a work by author Robert Greene, known for his books on power, strategy, and human nature.
  • B. Not Too Late
    Not Too Late is a 2007 studio album by American singer-songwriter Norah Jones that showcases a more intimate, self-penned collection of jazz-influenced pop songs.
  • C. No Such Thing as Too Late
    "No Such Thing as Too Late" is a song featured on the album "Two Eleven" by American R&B singer Brandy.
  • D. Too Late
    "Too Late" is a song by the American rock band Train of Thought.
  • E. Too Late
    "Too Late" is a socially conscious hip-hop track by Reflection Eternal (Talib Kweli and Hi-Tek), known for its reflective lyrics and soulful production.
  • 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_69d6aaf948d88190806cc3a8c47a3fb2 completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d6ded358248190ba9268a51b2805fc completed April 8, 2026, 11:03 p.m.
NED1 Entity disambiguation (via context triple) batch_69d95e9c1a7c8190a91ad479518e411f completed April 10, 2026, 8:33 p.m.
NEDg Description generation batch_69d96145d1ec8190b3228733159e1364 completed April 10, 2026, 8:44 p.m.
NED2 Entity disambiguation (via description) batch_69d9623cf54081908abcdc88e13d5176 completed April 10, 2026, 8:49 p.m.
Created at: April 8, 2026, 7:28 p.m.