Triple

T9728590
Position Surface form Disambiguated ID Type / Status
Subject Blue E235677 entity
Predicate producer P490 FINISHED
Object Roberto Molinaro
Roberto Molinaro is an Italian DJ and music producer known for his work in electronic and dance music, including collaborations with the group Blue.
 E860866 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: Roberto Molinaro | Statement: [Blue, producer, Roberto Molinaro]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Roberto Molinaro
Context triple: [Blue, producer, Roberto Molinaro]
  • A. Ernesto Botto
    Ernesto Botto was an Italian World War II fighter ace and senior aviator who became a leading figure in the air force of the Italian Social Republic after the 1943 armistice.
  • B. Eduardo Catalano
    Eduardo Catalano was an Argentine-born architect and educator known for his innovative modernist designs and influential contributions to 20th-century architecture.
  • C. Sergio Chiamparino
    Sergio Chiamparino is an Italian politician best known for serving as Mayor of Turin and President of the Piedmont region.
  • D. Antonio Rinaldi
    Antonio Rinaldi was an 18th-century Italian architect active in Russia, known for introducing refined Baroque and early Neoclassical styles to several imperial residences.
  • E. Bruno Ferraro
    Bruno Ferraro is an individual notable enough to be recognized as a prominent bearer of the surname Ferraro.
  • 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: Roberto Molinaro
Triple: [Blue, producer, Roberto Molinaro]
Generated description
Roberto Molinaro is an Italian DJ and music producer known for his work in electronic and dance music, including collaborations with the group Blue.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Roberto Molinaro
Target entity description: Roberto Molinaro is an Italian DJ and music producer known for his work in electronic and dance music, including collaborations with the group Blue.
  • A. Ernesto Botto
    Ernesto Botto was an Italian World War II fighter ace and senior aviator who became a leading figure in the air force of the Italian Social Republic after the 1943 armistice.
  • B. Eduardo Catalano
    Eduardo Catalano was an Argentine-born architect and educator known for his innovative modernist designs and influential contributions to 20th-century architecture.
  • C. Sergio Chiamparino
    Sergio Chiamparino is an Italian politician best known for serving as Mayor of Turin and President of the Piedmont region.
  • D. Antonio Rinaldi
    Antonio Rinaldi was an 18th-century Italian architect active in Russia, known for introducing refined Baroque and early Neoclassical styles to several imperial residences.
  • E. Bruno Ferraro
    Bruno Ferraro is an individual notable enough to be recognized as a prominent bearer of the surname Ferraro.
  • 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_69ca84d0fad481909cdd45aa77416c48 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cd9eafa3a88190bc62924d94b89cd8 completed April 1, 2026, 10:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69d79445b9288190a684184285966fa8 completed April 9, 2026, 11:57 a.m.
NEDg Description generation batch_69d7bdde34408190a047ede29b91e182 completed April 9, 2026, 2:55 p.m.
NED2 Entity disambiguation (via description) batch_69d7e5fc6a008190b2a2326840074b53 completed April 9, 2026, 5:46 p.m.
Created at: March 30, 2026, 8:21 p.m.