Triple

T10807986
Position Surface form Disambiguated ID Type / Status
Subject Kähler–Ricci flow E255017 entity
Predicate developedBy P73 FINISHED
Object Valentino Tosatti
Valentino Tosatti is an Italian mathematician known for his contributions to complex differential geometry, particularly in the study of Kähler metrics and geometric flows.
E1061051 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: Valentino Tosatti | Statement: [Kähler–Ricci flow, developedBy, Valentino Tosatti]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Valentino Tosatti
Context triple: [Kähler–Ricci flow, developedBy, Valentino Tosatti]
  • A. Livio Santini
    Livio Santini is an architect best known as a co-founder of the influential architecture firm Morphosis.
  • B. Giulio Berruti
    Giulio Berruti is an Italian actor and former fashion model known for his roles in romantic comedies and drama films.
  • C. Tullio Vecchietti
    Tullio Vecchietti was an Italian politician and journalist known for his role in the Italian left, particularly within socialist and communist movements in the mid-20th century.
  • D. Antonio Niccolini
    Antonio Niccolini was a prominent 19th-century Italian architect and scenographer best known for his influential work on the design and renovation of major Neapolitan theaters and public buildings.
  • E. Armando Borghi
    Armando Borghi was a prominent Italian anarchist, labor organizer, and writer who played a key role in the early 20th-century workers’ and anti-fascist movements in Italy.
  • 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: Valentino Tosatti
Triple: [Kähler–Ricci flow, developedBy, Valentino Tosatti]
Generated description
Valentino Tosatti is an Italian mathematician known for his contributions to complex differential geometry, particularly in the study of Kähler metrics and geometric flows.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Valentino Tosatti
Target entity description: Valentino Tosatti is an Italian mathematician known for his contributions to complex differential geometry, particularly in the study of Kähler metrics and geometric flows.
  • A. Livio Santini
    Livio Santini is an architect best known as a co-founder of the influential architecture firm Morphosis.
  • B. Giulio Berruti
    Giulio Berruti is an Italian actor and former fashion model known for his roles in romantic comedies and drama films.
  • C. Tullio Vecchietti
    Tullio Vecchietti was an Italian politician and journalist known for his role in the Italian left, particularly within socialist and communist movements in the mid-20th century.
  • D. Antonio Niccolini
    Antonio Niccolini was a prominent 19th-century Italian architect and scenographer best known for his influential work on the design and renovation of major Neapolitan theaters and public buildings.
  • E. Armando Borghi
    Armando Borghi was a prominent Italian anarchist, labor organizer, and writer who played a key role in the early 20th-century workers’ and anti-fascist movements in Italy.
  • 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_69d6aa61c15c8190a1839550c56e75e1 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d733b506488190921e6a1f4168dd9e completed April 9, 2026, 5:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7b0513f408190b822566b8fc771cd completed May 3, 2026, 8:30 p.m.
NEDg Description generation batch_69f7b14fe1cc8190b1a5f6f0e80b7e39 completed May 3, 2026, 8:34 p.m.
NED2 Entity disambiguation (via description) batch_69f7b210ce24819091dc387f128f99e8 completed May 3, 2026, 8:37 p.m.
Created at: April 8, 2026, 9:18 p.m.