Triple

T10149414
Position Surface form Disambiguated ID Type / Status
Subject Gerard Damiano E232590 entity
Predicate spouse P13 FINISHED
Object Paula Marcus
Paula Marcus is known primarily for her marriage to Gerard Damiano, the influential American adult film director best known for "Deep Throat."
 E854773 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: Paula Marcus | Statement: [Gerard Damiano, spouse, Paula Marcus]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Paula Marcus
Context triple: [Gerard Damiano, spouse, Paula Marcus]
  • A. Ann Marcus
    Ann Marcus was an American television writer and producer best known for her work on groundbreaking serialized comedies and dramas in the 1970s and 1980s.
  • B. Paula Hart
    Paula Hart is a television producer best known for her work on family-oriented series and films, including overseeing the popular sitcom "Sabrina the Teenage Witch."
  • C. Paula Braun
    Paula Braun is an American health IT and data science expert known for her work modernizing public health surveillance and analytics, including at the U.S. Centers for Disease Control and Prevention (CDC).
  • D. Marcia Manon
    Marcia Manon was a silent film actress active in the 1910s and 1920s, known for her supporting roles in American dramas and melodramas.
  • E. Marla Sokoloff
    Marla Sokoloff is an American actress known for her roles in films and television series such as "Dude, Where's My Car?" and "The Practice."
  • 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: Paula Marcus
Triple: [Gerard Damiano, spouse, Paula Marcus]
Generated description
Paula Marcus is known primarily for her marriage to Gerard Damiano, the influential American adult film director best known for "Deep Throat."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Paula Marcus
Target entity description: Paula Marcus is known primarily for her marriage to Gerard Damiano, the influential American adult film director best known for "Deep Throat."
  • A. Ann Marcus
    Ann Marcus was an American television writer and producer best known for her work on groundbreaking serialized comedies and dramas in the 1970s and 1980s.
  • B. Paula Hart
    Paula Hart is a television producer best known for her work on family-oriented series and films, including overseeing the popular sitcom "Sabrina the Teenage Witch."
  • C. Paula Braun
    Paula Braun is an American health IT and data science expert known for her work modernizing public health surveillance and analytics, including at the U.S. Centers for Disease Control and Prevention (CDC).
  • D. Marcia Manon
    Marcia Manon was a silent film actress active in the 1910s and 1920s, known for her supporting roles in American dramas and melodramas.
  • E. Marla Sokoloff
    Marla Sokoloff is an American actress known for her roles in films and television series such as "Dude, Where's My Car?" and "The Practice."
  • 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_69ca84885e48819088a31b127cf44904 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cdec03e80c81909c813dae91c56272 completed April 2, 2026, 4:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69d71c68d0cc8190994c4b0aaaf7829a completed April 9, 2026, 3:26 a.m.
NEDg Description generation batch_69d73180d90481908f1b4768230edd36 completed April 9, 2026, 4:56 a.m.
NED2 Entity disambiguation (via description) batch_69d7326b14988190bff33dc01e690707 completed April 9, 2026, 5 a.m.
Created at: March 30, 2026, 9:08 p.m.