Triple

T62440
Position Surface form Disambiguated ID Type / Status
Subject Roman Empire E1239 entity
Predicate majorConflict P1406 FINISHED
Object Marcomannic Wars
The Marcomannic Wars were a series of mid-2nd century conflicts in which the Roman Empire fought Germanic and other tribes along the Danube frontier, severely testing imperial military strength under Emperor Marcus Aurelius.
E7598 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: Marcomannic Wars | Statement: [Roman Empire, majorConflict, Marcomannic Wars]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marcomannic Wars
Context triple: [Roman Empire, majorConflict, Marcomannic Wars]
  • A. Jewish–Roman wars
    The Jewish–Roman wars were a series of major rebellions by the Jews of Judea against Roman rule between the 1st and 2nd centuries CE, culminating in widespread destruction, mass casualties, and the dispersion of much of the Jewish population.
  • B. Crisis of the Third Century
    The Crisis of the Third Century was a period of severe political instability, military upheaval, economic collapse, and external invasion that nearly caused the disintegration of the Roman Empire between roughly 235 and 284 CE.
  • C. Battle of the Milvian Bridge
    The Battle of the Milvian Bridge (312 CE) was a decisive clash between Constantine and Maxentius near Rome, famous for Constantine’s reported vision that led to his adoption of the Christian symbol and helped pave the way for the Roman Empire’s Christianization.
  • D. Battle of Hel
    The Battle of Hel was a World War II engagement in which Polish forces defended the Hel Peninsula against German attacks during the 1939 campaign in Poland.
  • E. Gothic War
    The Gothic War was a series of late Roman-era conflicts between the Eastern Roman Empire and various Gothic peoples that significantly weakened imperial power and reshaped the balance of forces in Europe.
  • 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: Marcomannic Wars
Triple: [Roman Empire, majorConflict, Marcomannic Wars]
Generated description
The Marcomannic Wars were a series of mid-2nd century conflicts in which the Roman Empire fought Germanic and other tribes along the Danube frontier, severely testing imperial military strength under Emperor Marcus Aurelius.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marcomannic Wars
Target entity description: The Marcomannic Wars were a series of mid-2nd century conflicts in which the Roman Empire fought Germanic and other tribes along the Danube frontier, severely testing imperial military strength under Emperor Marcus Aurelius.
  • A. Jewish–Roman wars
    The Jewish–Roman wars were a series of major rebellions by the Jews of Judea against Roman rule between the 1st and 2nd centuries CE, culminating in widespread destruction, mass casualties, and the dispersion of much of the Jewish population.
  • B. Crisis of the Third Century
    The Crisis of the Third Century was a period of severe political instability, military upheaval, economic collapse, and external invasion that nearly caused the disintegration of the Roman Empire between roughly 235 and 284 CE.
  • C. Battle of the Milvian Bridge
    The Battle of the Milvian Bridge (312 CE) was a decisive clash between Constantine and Maxentius near Rome, famous for Constantine’s reported vision that led to his adoption of the Christian symbol and helped pave the way for the Roman Empire’s Christianization.
  • D. Battle of Hel
    The Battle of Hel was a World War II engagement in which Polish forces defended the Hel Peninsula against German attacks during the 1939 campaign in Poland.
  • E. Gothic War
    The Gothic War was a series of late Roman-era conflicts between the Eastern Roman Empire and various Gothic peoples that significantly weakened imperial power and reshaped the balance of forces in Europe.
  • 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_69a24ba4f760819081f6638a3c70538a completed Feb. 28, 2026, 1:57 a.m.
NER Named-entity recognition batch_69a25679e0688190bc0360314af3ef46 completed Feb. 28, 2026, 2:44 a.m.
NED1 Entity disambiguation (via context triple) batch_69a262406a6c81909be211fb2418ccbb completed Feb. 28, 2026, 3:34 a.m.
NEDg Description generation batch_69a262d263508190a5924595c1a7ad28 completed Feb. 28, 2026, 3:36 a.m.
NED2 Entity disambiguation (via description) batch_69a2633ee14c8190bfc1a09ebf9e4efc completed Feb. 28, 2026, 3:38 a.m.
Created at: Feb. 28, 2026, 2:02 a.m.