Triple

T3204365
Position Surface form Disambiguated ID Type / Status
Subject All for You E67125 entity
Predicate writer P1360 FINISHED
Object David Romani
David Romani is an Italian songwriter and producer best known for his influential work in disco and dance music, including co-writing hits like "Ain't No Stoppin' Us Now."
 E335203 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: David Romani | Statement: [All for You, writer, David Romani]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: David Romani
Context triple: [All for You, writer, David Romani]
  • A. Gregory Romano
    Gregory Romano is one of the sons of American comedian and actor Ray Romano.
  • B. Lou Romano
    Lou Romano is an American animator, art director, and voice actor best known for his work with Pixar, including voicing the character Alfredo Linguini in the film "Ratatouille."
  • C. David Frank
    David Frank is a music producer best known for his work on Christina Aguilera’s hit single "Genie in a Bottle."
  • D. David Franzoni
    David Franzoni is an American screenwriter and film producer best known for his work on the Academy Award–winning historical epic "Gladiator."
  • E. Richard Libertini
    Richard Libertini was an American character actor known for his eccentric, comedic roles in film and television during the 1970s and 1980s.
  • 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: David Romani
Triple: [All for You, writer, David Romani]
Generated description
David Romani is an Italian songwriter and producer best known for his influential work in disco and dance music, including co-writing hits like "Ain't No Stoppin' Us Now."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: David Romani
Target entity description: David Romani is an Italian songwriter and producer best known for his influential work in disco and dance music, including co-writing hits like "Ain't No Stoppin' Us Now."
  • A. Gregory Romano
    Gregory Romano is one of the sons of American comedian and actor Ray Romano.
  • B. Lou Romano
    Lou Romano is an American animator, art director, and voice actor best known for his work with Pixar, including voicing the character Alfredo Linguini in the film "Ratatouille."
  • C. David Frank
    David Frank is a music producer best known for his work on Christina Aguilera’s hit single "Genie in a Bottle."
  • D. David Franzoni
    David Franzoni is an American screenwriter and film producer best known for his work on the Academy Award–winning historical epic "Gladiator."
  • E. Richard Libertini
    Richard Libertini was an American character actor known for his eccentric, comedic roles in film and television during the 1970s and 1980s.
  • 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_69ad8589bd988190afa7ed2bdffb7b33 completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69adaa54124c8190a22089ce2eaedab5 completed March 8, 2026, 4:56 p.m.
NED1 Entity disambiguation (via context triple) batch_69b24bcbb0e88190b4413c4ba3de0eeb completed March 12, 2026, 5:14 a.m.
NEDg Description generation batch_69b24ca05434819080ee515b1e7bdcb4 completed March 12, 2026, 5:18 a.m.
NED2 Entity disambiguation (via description) batch_69b24d19250c81908a9c3ac95b83a473 completed March 12, 2026, 5:20 a.m.
Created at: March 8, 2026, 3:07 p.m.