Triple

T12408519
Position Surface form Disambiguated ID Type / Status
Subject Étienne François, Duke of Choiseul E296450 entity
Predicate notableWork P4 FINISHED
Object Reform of the French army after the Seven Years' War
Reform of the French army after the Seven Years' War was a comprehensive modernization program that overhauled France’s military organization, training, and command structure in response to its defeat in the conflict.
E981142 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: Reform of the French army after the Seven Years' War | Statement: [Étienne François, Duke of Choiseul, notableWork, Reform of the French army after the Seven Years' War]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Reform of the French army after the Seven Years' War
Context triple: [Étienne François, Duke of Choiseul, notableWork, Reform of the French army after the Seven Years' War]
  • A. Table of Ranks reform
    The Table of Ranks reform was Peter the Great’s landmark overhaul of Russia’s civil and military service hierarchy, creating a formal system of ranks that tied status and advancement to state service rather than hereditary nobility.
  • B. Marian military reforms
    The Marian military reforms were a series of late 2nd-century BCE changes to the Roman army that professionalized the legions, opened enlistment to the landless poor, and restructured training, equipment, and organization, profoundly shaping Rome’s later military power.
  • C. Prussian military reforms
    Prussian military reforms were early 19th-century changes to Prussia’s army and military system—emphasizing merit, professionalization, and modern organization—that became a model for many European forces.
  • D. Habsburg military reforms of Maria Theresa and Joseph II
    The Habsburg military reforms of Maria Theresa and Joseph II were a comprehensive 18th-century overhaul of the Austrian armed forces that modernized recruitment, training, organization, and administration to create a more professional, centralized, and effective army.
  • E. Napoleonic institutions
    Napoleonic institutions were the political, legal, and administrative structures created under Napoleon Bonaparte that centralized authority and reshaped governance in France and its territories.
  • 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: Reform of the French army after the Seven Years' War
Triple: [Étienne François, Duke of Choiseul, notableWork, Reform of the French army after the Seven Years' War]
Generated description
Reform of the French army after the Seven Years' War was a comprehensive modernization program that overhauled France’s military organization, training, and command structure in response to its defeat in the conflict.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Reform of the French army after the Seven Years' War
Target entity description: Reform of the French army after the Seven Years' War was a comprehensive modernization program that overhauled France’s military organization, training, and command structure in response to its defeat in the conflict.
  • A. Table of Ranks reform
    The Table of Ranks reform was Peter the Great’s landmark overhaul of Russia’s civil and military service hierarchy, creating a formal system of ranks that tied status and advancement to state service rather than hereditary nobility.
  • B. Marian military reforms
    The Marian military reforms were a series of late 2nd-century BCE changes to the Roman army that professionalized the legions, opened enlistment to the landless poor, and restructured training, equipment, and organization, profoundly shaping Rome’s later military power.
  • C. Prussian military reforms
    Prussian military reforms were early 19th-century changes to Prussia’s army and military system—emphasizing merit, professionalization, and modern organization—that became a model for many European forces.
  • D. Habsburg military reforms of Maria Theresa and Joseph II
    The Habsburg military reforms of Maria Theresa and Joseph II were a comprehensive 18th-century overhaul of the Austrian armed forces that modernized recruitment, training, organization, and administration to create a more professional, centralized, and effective army.
  • E. Napoleonic institutions
    Napoleonic institutions were the political, legal, and administrative structures created under Napoleon Bonaparte that centralized authority and reshaped governance in France and its territories.
  • 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_69d6ad9f464c81909db36d7e96e34b9e completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d94d4a08e0819085c656e35038e6b2 completed April 10, 2026, 7:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69f63488cac08190a81b2151c827932e completed May 2, 2026, 5:29 p.m.
NEDg Description generation batch_69f635997b088190b6207fcac5594eb2 completed May 2, 2026, 5:34 p.m.
NED2 Entity disambiguation (via description) batch_69f636d9e13881908d3d08c6cf954304 completed May 2, 2026, 5:39 p.m.
Created at: April 8, 2026, 9:55 p.m.