Triple
T8473820
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Cimbrian War |
E200341
|
entity |
| Predicate | consequence |
P374
|
FINISHED |
| Object |
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.
|
E736704
|
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: Marian military reforms | Statement: [Cimbrian War, consequence, Marian military reforms]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Marian military reforms Context triple: [Cimbrian War, consequence, Marian military reforms]
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Cardwell Reforms
The Cardwell Reforms were a series of 19th-century British Army reforms that professionalized the force by abolishing the purchase of commissions, introducing short-service enlistment, and reorganizing regiments and command structures.
-
E.
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.
- 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: Marian military reforms Triple: [Cimbrian War, consequence, Marian military reforms]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Marian military reforms Target entity description: 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.
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Cardwell Reforms
The Cardwell Reforms were a series of 19th-century British Army reforms that professionalized the force by abolishing the purchase of commissions, introducing short-service enlistment, and reorganizing regiments and command structures.
-
E.
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.
- 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_69ca831a4f348190bfdd09250e86ae35 |
completed | March 30, 2026, 2:05 p.m. |
| NER | Named-entity recognition | batch_69cbe4f7328481909ad19bcf8d182022 |
completed | March 31, 2026, 3:15 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ce3a057b6c8190ad592110ca393ee2 |
completed | April 2, 2026, 9:42 a.m. |
| NEDg | Description generation | batch_69ce3b1e188c8190ad894478141f6501 |
completed | April 2, 2026, 9:47 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ce3c000e608190adf1b6499d382529 |
completed | April 2, 2026, 9:50 a.m. |
Created at: March 30, 2026, 6:11 p.m.