Triple

T8618718
Position Surface form Disambiguated ID Type / Status
Subject Battle of Aquae Sextiae E204106 entity
Predicate relatedReforms P83927 FINISHED
Object Marian military reforms of the Roman army E736704 NE FINISHED

How this triple was built (3 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: Marian military reforms of the Roman army | Statement: [Battle of Aquae Sextiae, relatedReforms, Marian military reforms of the Roman army]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marian military reforms of the Roman army
Context triple: [Battle of Aquae Sextiae, relatedReforms, Marian military reforms of the Roman army]
  • A. Marian military reforms chosen
    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.
  • B. Servian reforms
    The Servian reforms were a set of early Roman constitutional and military changes that reorganized citizens into classes based on wealth, reshaping Rome’s army, voting assemblies, and social structure.
  • C. Marian reforms
    The Marian reforms were a series of military and political changes in the late Roman Republic, traditionally attributed to Gaius Marius, that professionalized the Roman army and reshaped Roman society and politics.
  • D. Isaurian military elites
    The Isaurian military elites were powerful highland warriors from the Isauria region of Asia Minor who formed a key imperial power base and officer corps in the Eastern Roman (Byzantine) Empire during the 5th century.
  • E. Imperial Reform
    Imperial Reform was a series of early 16th-century political and legal changes in the Holy Roman Empire aimed at strengthening central authority and improving imperial governance.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: relatedReforms
Context triple: [Battle of Aquae Sextiae, relatedReforms, Marian military reforms of the Roman army]
  • A. reformsBy
    Indicates that one entity initiates, implements, or is responsible for changes or improvements (reforms) affecting another entity.
  • B. associatedWithLegalReforms
    Indicates a relationship where an entity is connected to, involved in, or influenced by specific legal reforms or changes in law.
  • C. implementedReformsIn
    Indicates that an entity (typically a person, organization, or government) carried out or put into effect specific reforms within a particular context, domain, or location.
  • D. reform
    Indicates bringing about significant changes to an existing system, practice, or entity in order to improve or correct it.
  • E. isPartOfReform
    Indicates that an action, measure, or component belongs to, contributes to, or is included within a broader reform initiative or process.
  • 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_69ca832ceab8819096e4a9f546695079 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cc4712e74c81908b607a0ab2f9a361 completed March 31, 2026, 10:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69cebbcb910881909088da53c6e31ae3 completed April 2, 2026, 6:56 p.m.
PD Predicate disambiguation batch_69cc455437488190b7506f820daf6e32 completed March 31, 2026, 10:06 p.m.
PDg Predicate description generation batch_69cc46c330bc8190a9b644078881c6ff completed March 31, 2026, 10:12 p.m.
Created at: March 30, 2026, 6:26 p.m.