Triple

T8662546
Position Surface form Disambiguated ID Type / Status
Subject Ludovico Sforza E205581 entity
Predicate child P120 FINISHED
Object Francesco II Sforza
Francesco II Sforza was the last Duke of Milan from the Sforza dynasty, whose rule marked the end of the family's control over the city during the Italian Wars.
E770569 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: Francesco II Sforza | Statement: [Ludovico Sforza, child, Francesco II Sforza]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Francesco II Sforza
Context triple: [Ludovico Sforza, child, Francesco II Sforza]
  • A. Duke Galeazzo Maria Sforza
    Duke Galeazzo Maria Sforza was a 15th-century Duke of Milan from the powerful Sforza dynasty, known for his lavish court, political intrigue, and eventual assassination.
  • B. Massimiliano Sforza
    Massimiliano Sforza was a Renaissance-era Duke of Milan from the influential Sforza dynasty, known for his brief and turbulent rule amid the Italian Wars.
  • C. Ludovico Sforza
    Ludovico Sforza was a Renaissance-era Duke of Milan best known as a powerful patron of the arts, particularly of Leonardo da Vinci.
  • D. Francesco Sforza
    Francesco Sforza was a 15th-century Italian condottiero who became Duke of Milan and founded the Sforza dynasty, playing a key role in the politics of Renaissance Italy.
  • E. Giovanni Sforza
    Giovanni Sforza was an Italian nobleman and lord of Pesaro, best known as the first husband of Lucrezia Borgia and for his politically charged annulled marriage to her.
  • 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: Francesco II Sforza
Triple: [Ludovico Sforza, child, Francesco II Sforza]
Generated description
Francesco II Sforza was the last Duke of Milan from the Sforza dynasty, whose rule marked the end of the family's control over the city during the Italian Wars.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Francesco II Sforza
Target entity description: Francesco II Sforza was the last Duke of Milan from the Sforza dynasty, whose rule marked the end of the family's control over the city during the Italian Wars.
  • A. Duke Galeazzo Maria Sforza
    Duke Galeazzo Maria Sforza was a 15th-century Duke of Milan from the powerful Sforza dynasty, known for his lavish court, political intrigue, and eventual assassination.
  • B. Massimiliano Sforza
    Massimiliano Sforza was a Renaissance-era Duke of Milan from the influential Sforza dynasty, known for his brief and turbulent rule amid the Italian Wars.
  • C. Ludovico Sforza
    Ludovico Sforza was a Renaissance-era Duke of Milan best known as a powerful patron of the arts, particularly of Leonardo da Vinci.
  • D. Francesco Sforza
    Francesco Sforza was a 15th-century Italian condottiero who became Duke of Milan and founded the Sforza dynasty, playing a key role in the politics of Renaissance Italy.
  • E. Giovanni Sforza
    Giovanni Sforza was an Italian nobleman and lord of Pesaro, best known as the first husband of Lucrezia Borgia and for his politically charged annulled marriage to her.
  • 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_69ca83516ae88190aefe034b3bc589e3 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc4872a190819087d679f3006bd030 completed March 31, 2026, 10:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69cfd070ca0c819092b98a7aa079c33c completed April 3, 2026, 2:36 p.m.
NEDg Description generation batch_69cfd17e5850819087fbb60fdc612fd9 completed April 3, 2026, 2:41 p.m.
NED2 Entity disambiguation (via description) batch_69cfd215204c8190886cc071f100aab6 completed April 3, 2026, 2:43 p.m.
Created at: March 30, 2026, 6:30 p.m.