Triple

T7125566
Position Surface form Disambiguated ID Type / Status
Subject Linda Lovelace E166049 entity
Predicate spouse P13 FINISHED
Object Larry Marchiano
Larry Marchiano was the husband of former adult film star Linda Lovelace, known primarily for his relationship with her after she left the pornography industry.
E662688 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: Larry Marchiano | Statement: [Linda Lovelace, spouse, Larry Marchiano]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Larry Marchiano
Context triple: [Linda Lovelace, spouse, Larry Marchiano]
  • A. Frank Romano
    Frank Romano is an author best known for writing the book "Just a Dream."
  • B. Frank Romano
    Frank Romano is a music producer and songwriter known for his work on contemporary R&B and pop tracks, including the song "Just a Dream."
  • C. Phil Petrillo
    Phil Petrillo is a minor character referenced in the TV sitcom "The Golden Girls" as one of Sophia Petrillo's children.
  • D. Ben Massarella
    Ben Massarella is an American percussionist best known for his work with the indie rock band Modest Mouse and as a co-founder of the experimental label and project Perishable Records.
  • E. Anthony LoGerfo
    Anthony LoGerfo is an American drummer best known for his work with Lukas Nelson & Promise of the Real, including tours and recordings with Neil Young.
  • 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: Larry Marchiano
Triple: [Linda Lovelace, spouse, Larry Marchiano]
Generated description
Larry Marchiano was the husband of former adult film star Linda Lovelace, known primarily for his relationship with her after she left the pornography industry.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Larry Marchiano
Target entity description: Larry Marchiano was the husband of former adult film star Linda Lovelace, known primarily for his relationship with her after she left the pornography industry.
  • A. Frank Romano
    Frank Romano is an author best known for writing the book "Just a Dream."
  • B. Frank Romano
    Frank Romano is a music producer and songwriter known for his work on contemporary R&B and pop tracks, including the song "Just a Dream."
  • C. Phil Petrillo
    Phil Petrillo is a minor character referenced in the TV sitcom "The Golden Girls" as one of Sophia Petrillo's children.
  • D. Ben Massarella
    Ben Massarella is an American percussionist best known for his work with the indie rock band Modest Mouse and as a co-founder of the experimental label and project Perishable Records.
  • E. Anthony LoGerfo
    Anthony LoGerfo is an American drummer best known for his work with Lukas Nelson & Promise of the Real, including tours and recordings with Neil Young.
  • 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_69c6888350588190870cd552b427a1cd completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e64d99888190a93c1822e19b5457 completed March 27, 2026, 8:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69c81eaa62dc8190b6a3d39ee3e1f3a5 completed March 28, 2026, 6:32 p.m.
NEDg Description generation batch_69c81f9b565881909bebcc3112037f52 completed March 28, 2026, 6:36 p.m.
NED2 Entity disambiguation (via description) batch_69c8207912f4819086e99ed441bee805 completed March 28, 2026, 6:39 p.m.
Created at: March 27, 2026, 2:44 p.m.