Triple

T879119
Position Surface form Disambiguated ID Type / Status
Subject Johnny Depp E18986 entity
Predicate spouse P13 FINISHED
Object Amber Heard
Amber Heard is an American actress known for roles in films like "Aquaman" and for her highly publicized legal disputes and former marriage with actor Johnny Depp.
 E102779 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: Amber Heard | Statement: [Johnny Depp, spouse, Amber Heard]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Amber Heard
Context triple: [Johnny Depp, spouse, Amber Heard]
  • A. Ruby Rose
    Ruby Rose is an Australian model, DJ, and actress known for her androgynous style and roles in action films and television series such as "Orange Is the New Black."
  • B. Alyssa Milano
    Alyssa Milano is an American actress and activist who helped bring global attention to the MeToo movement through her influential social media advocacy.
  • C. Adeena Sussman
    Adeena Sussman is an American-Israeli cookbook author and food writer known for her vibrant, flavor-forward recipes and collaborations with prominent culinary figures.
  • D. Carmen Ejogo
    Carmen Ejogo is a British actress and singer known for her versatile film and television roles, including her acclaimed portrayal of Coretta Scott King in the historical drama "Selma."
  • E. Sarah Shahi
    Sarah Shahi is an American actress and former NFL cheerleader best known for her roles in television series such as "Person of Interest," "The L Word," and "Sex/Life."
  • 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: Amber Heard
Triple: [Johnny Depp, spouse, Amber Heard]
Generated description
Amber Heard is an American actress known for roles in films like "Aquaman" and for her highly publicized legal disputes and former marriage with actor Johnny Depp.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Amber Heard
Target entity description: Amber Heard is an American actress known for roles in films like "Aquaman" and for her highly publicized legal disputes and former marriage with actor Johnny Depp.
  • A. Ruby Rose
    Ruby Rose is an Australian model, DJ, and actress known for her androgynous style and roles in action films and television series such as "Orange Is the New Black."
  • B. Alyssa Milano
    Alyssa Milano is an American actress and activist who helped bring global attention to the MeToo movement through her influential social media advocacy.
  • C. Adeena Sussman
    Adeena Sussman is an American-Israeli cookbook author and food writer known for her vibrant, flavor-forward recipes and collaborations with prominent culinary figures.
  • D. Carmen Ejogo
    Carmen Ejogo is a British actress and singer known for her versatile film and television roles, including her acclaimed portrayal of Coretta Scott King in the historical drama "Selma."
  • E. Sarah Shahi
    Sarah Shahi is an American actress and former NFL cheerleader best known for her roles in television series such as "Person of Interest," "The L Word," and "Sex/Life."
  • 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_69a4938db1f081909bcd1ad2713b6096 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4acb1dc20819095b9bb093158b60d completed March 1, 2026, 9:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69a7b85630f081909f3a912d54dd328c completed March 4, 2026, 4:43 a.m.
NEDg Description generation batch_69a7b8de773c8190a993b057dfe3693e completed March 4, 2026, 4:45 a.m.
NED2 Entity disambiguation (via description) batch_69a7b9793dd48190869b3499fe170efd completed March 4, 2026, 4:47 a.m.
Created at: March 1, 2026, 7:39 p.m.