Triple

T8516515
Position Surface form Disambiguated ID Type / Status
Subject James DeMonaco E201584 entity
Predicate spouse P13 FINISHED
Object Andrea Berloff
Andrea Berloff is an American screenwriter and director best known for co-writing the Oscar-nominated film "Straight Outta Compton" and writing and directing the crime drama "The Kitchen."
E738905 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: Andrea Berloff | Statement: [James DeMonaco, spouse, Andrea Berloff]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Andrea Berloff
Context triple: [James DeMonaco, spouse, Andrea Berloff]
  • A. Andrea Vaccaro
    Andrea Vaccaro was a 17th-century Italian Baroque painter from Naples, known for his religious works that reflected the dramatic lighting and realism of Caravaggio’s style.
  • B. Andrea Giambruno
    Andrea Giambruno is an Italian television journalist and presenter known publicly for his former relationship with Italian Prime Minister Giorgia Meloni.
  • C. Andrea Schermoly
    Andrea Schermoly is a contemporary choreographer known for creating innovative works for major ballet companies, including the Royal New Zealand Ballet.
  • D. Andrea Dotti
    Andrea Dotti was an Italian psychiatrist best known for being the second husband of actress Audrey Hepburn.
  • E. Andrea Ammon
    Andrea Ammon is a German physician and public health expert who serves as the director of the European Centre for Disease Prevention and Control, leading EU efforts in infectious disease surveillance and response.
  • 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: Andrea Berloff
Triple: [James DeMonaco, spouse, Andrea Berloff]
Generated description
Andrea Berloff is an American screenwriter and director best known for co-writing the Oscar-nominated film "Straight Outta Compton" and writing and directing the crime drama "The Kitchen."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Andrea Berloff
Target entity description: Andrea Berloff is an American screenwriter and director best known for co-writing the Oscar-nominated film "Straight Outta Compton" and writing and directing the crime drama "The Kitchen."
  • A. Andrea Vaccaro
    Andrea Vaccaro was a 17th-century Italian Baroque painter from Naples, known for his religious works that reflected the dramatic lighting and realism of Caravaggio’s style.
  • B. Andrea Giambruno
    Andrea Giambruno is an Italian television journalist and presenter known publicly for his former relationship with Italian Prime Minister Giorgia Meloni.
  • C. Andrea Schermoly
    Andrea Schermoly is a contemporary choreographer known for creating innovative works for major ballet companies, including the Royal New Zealand Ballet.
  • D. Andrea Dotti
    Andrea Dotti was an Italian psychiatrist best known for being the second husband of actress Audrey Hepburn.
  • E. Andrea Ammon
    Andrea Ammon is a German physician and public health expert who serves as the director of the European Centre for Disease Prevention and Control, leading EU efforts in infectious disease surveillance and response.
  • 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_69ca8321bb44819081b74df0b710276d completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe62550908190af882019d68a904a completed March 31, 2026, 3:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce4e65419481909e787066fd069565 completed April 2, 2026, 11:09 a.m.
NEDg Description generation batch_69ce4ffac8a08190bc2131c0d260ca39 completed April 2, 2026, 11:16 a.m.
NED2 Entity disambiguation (via description) batch_69ce5117c7508190b74821d029d226c6 completed April 2, 2026, 11:20 a.m.
Created at: March 30, 2026, 6:15 p.m.