Triple

T16261318
Position Surface form Disambiguated ID Type / Status
Subject Hard to Forget E394759 entity
Predicate writer P1360 FINISHED
Object Audrey Grisham
Audrey Grisham is a writer best known for her work on the song "Hard to Forget."
 E1201748 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: Audrey Grisham | Statement: [Hard to Forget, writer, Audrey Grisham]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Audrey Grisham
Context triple: [Hard to Forget, writer, Audrey Grisham]
  • A. Patricia Griffin
    Patricia Griffin is a notable individual who shares the surname Griffin, though specific widely recognized details about her public role or achievements are not clearly established.
  • B. Rebecca Wells
    Rebecca Wells is an American author best known for her bestselling novel "Divine Secrets of the Ya-Ya Sisterhood" and its related works exploring Southern women’s lives and friendships.
  • C. Francine Rivers
    Francine Rivers is a bestselling American author known for her inspirational Christian fiction novels, particularly "Redeeming Love."
  • D. Jayne Appel
    Jayne Appel is a former American basketball center best known for her standout collegiate career at Stanford University and subsequent play in the WNBA.
  • E. Kate Barry
    Kate Barry was a British-French photographer known for her intimate portraits of artists and celebrities, and as the daughter of Jane Birkin and composer John Barry.
  • 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: Audrey Grisham
Triple: [Hard to Forget, writer, Audrey Grisham]
Generated description
Audrey Grisham is a writer best known for her work on the song "Hard to Forget."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Audrey Grisham
Target entity description: Audrey Grisham is a writer best known for her work on the song "Hard to Forget."
  • A. Patricia Griffin
    Patricia Griffin is a notable individual who shares the surname Griffin, though specific widely recognized details about her public role or achievements are not clearly established.
  • B. Rebecca Wells
    Rebecca Wells is an American author best known for her bestselling novel "Divine Secrets of the Ya-Ya Sisterhood" and its related works exploring Southern women’s lives and friendships.
  • C. Francine Rivers
    Francine Rivers is a bestselling American author known for her inspirational Christian fiction novels, particularly "Redeeming Love."
  • D. Jayne Appel
    Jayne Appel is a former American basketball center best known for her standout collegiate career at Stanford University and subsequent play in the WNBA.
  • E. Kate Barry
    Kate Barry was a British-French photographer known for her intimate portraits of artists and celebrities, and as the daughter of Jane Birkin and composer John Barry.
  • 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_69d87f221d8081909b0b2063e7528ba2 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e245c4a0b08190af3574f087205afc completed April 17, 2026, 2:37 p.m.
NED1 Entity disambiguation (via context triple) batch_6a000eee110c819088d99b80435ab70b completed May 10, 2026, 4:51 a.m.
NEDg Description generation batch_6a000f7e6338819099598bc22d31cd22 completed May 10, 2026, 4:54 a.m.
NED2 Entity disambiguation (via description) batch_6a001025300c819084933d9c6d19fe97 completed May 10, 2026, 4:57 a.m.
Created at: April 10, 2026, 5:04 a.m.