Triple

T659526
Position Surface form Disambiguated ID Type / Status
Subject Italian Wars E11722 entity
Predicate significantEvent P259 FINISHED
Object French invasion of Italy in 1494
The French invasion of Italy in 1494 was King Charles VIII’s campaign that initiated the Italian Wars by bringing large French armies into the Italian peninsula and triggering a major shift in European power politics.
E11722 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: French invasion of Italy in 1494 | Statement: [Italian Wars, significantEvent, French invasion of Italy in 1494]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: French invasion of Italy in 1494
Context triple: [Italian Wars, significantEvent, French invasion of Italy in 1494]
  • A. Italian Wars
    The Italian Wars were a series of major conflicts from the late 15th to mid-16th century in which France, Spain, the Holy Roman Empire, and other European powers fought for control of the Italian peninsula, reshaping the political map of Europe.
  • B. League of Cambrai
    The League of Cambrai was an early 16th-century anti-Venetian alliance of major European powers, including France, the Papal States, and the Holy Roman Empire, formed to curb the territorial expansion of the Republic of Venice.
  • C. Italian War of 1542–1546
    The Italian War of 1542–1546 was a major phase of the long-running struggle between Francis I of France and Emperor Charles V for dominance in Italy and Western Europe, marked by campaigns in northern Italy and along the French–Imperial frontier.
  • D. War of the League of Cognac
    The War of the League of Cognac was a major early 16th-century conflict in which France, several Italian states, and the Papacy allied to resist the expansion of Habsburg (Spanish and Holy Roman Empire) power in Italy.
  • E. War of the Sicilian Vespers
    The War of the Sicilian Vespers was a late 13th-century conflict sparked by a popular uprising in Sicily against Angevin rule, leading to a protracted struggle for control of the island involving the Crown of Aragon and the Kingdom of Naples.
  • 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: French invasion of Italy in 1494
Triple: [Italian Wars, significantEvent, French invasion of Italy in 1494]
Generated description
The French invasion of Italy in 1494 was King Charles VIII’s campaign that initiated the Italian Wars by bringing large French armies into the Italian peninsula and triggering a major shift in European power politics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: French invasion of Italy in 1494
Target entity description: The French invasion of Italy in 1494 was King Charles VIII’s campaign that initiated the Italian Wars by bringing large French armies into the Italian peninsula and triggering a major shift in European power politics.
  • A. Italian Wars chosen
    The Italian Wars were a series of major conflicts from the late 15th to mid-16th century in which France, Spain, the Holy Roman Empire, and other European powers fought for control of the Italian peninsula, reshaping the political map of Europe.
  • B. League of Cambrai
    The League of Cambrai was an early 16th-century anti-Venetian alliance of major European powers, including France, the Papal States, and the Holy Roman Empire, formed to curb the territorial expansion of the Republic of Venice.
  • C. Italian War of 1542–1546
    The Italian War of 1542–1546 was a major phase of the long-running struggle between Francis I of France and Emperor Charles V for dominance in Italy and Western Europe, marked by campaigns in northern Italy and along the French–Imperial frontier.
  • D. War of the League of Cognac
    The War of the League of Cognac was a major early 16th-century conflict in which France, several Italian states, and the Papacy allied to resist the expansion of Habsburg (Spanish and Holy Roman Empire) power in Italy.
  • E. War of the Sicilian Vespers
    The War of the Sicilian Vespers was a late 13th-century conflict sparked by a popular uprising in Sicily against Angevin rule, leading to a protracted struggle for control of the island involving the Crown of Aragon and the Kingdom of Naples.
  • F. None of above.

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_69a4932862a0819098be659c814e4981 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a49fa83c6081909fb786d1773fa88c completed March 1, 2026, 8:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69a7b8341cf0819089d18c2c63192679 completed March 4, 2026, 4:42 a.m.
NEDg Description generation batch_69a7b946a4348190bfe86d5b93696383 completed March 4, 2026, 4:47 a.m.
NED2 Entity disambiguation (via description) batch_69a7b9bb13f08190ad75518ba81b210d completed March 4, 2026, 4:48 a.m.
Created at: March 1, 2026, 7:36 p.m.