Triple

T22859211
Position Surface form Disambiguated ID Type / Status
Subject Federico II Gonzaga E566864 entity
Predicate spouse P13 FINISHED
Object Margaret Paleologa
Margaret Paleologa was a 16th-century Italian noblewoman and Marchioness of Montferrat whose marriage into the Gonzaga family helped consolidate their power in northern Italy.
E1558181 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: Margaret Paleologa | Statement: [Federico II Gonzaga, spouse, Margaret Paleologa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Margaret Paleologa
Context triple: [Federico II Gonzaga, spouse, Margaret Paleologa]
  • A. Helena Palaiologina
    Helena Palaiologina was a Byzantine princess of the Palaiologos dynasty, known primarily as the daughter of Despot Thomas Palaiologos and a member of the last ruling family of the Byzantine Empire.
  • B. Irene Palaiologina
    Irene Palaiologina was a Byzantine noblewoman of the Palaiologos dynasty, known primarily as a member of the imperial family in the late Byzantine period.
  • C. Sophia Palaiologina
    Sophia Palaiologina was a Byzantine princess whose marriage to Ivan III of Russia helped transfer Byzantine imperial prestige and traditions to the emerging Russian state.
  • D. Anna Palaiologina
    Anna Palaiologina was a Byzantine noblewoman of the Palaiologos dynasty, known primarily as a member of the imperial family during the late Byzantine period.
  • E. Maria Palaiologina Kantakouzene
    Maria Palaiologina Kantakouzene was a 13th-century Byzantine noblewoman of the Palaiologos–Kantakouzenos families who became empress consort of Bulgaria.
  • 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: Margaret Paleologa
Triple: [Federico II Gonzaga, spouse, Margaret Paleologa]
Generated description
Margaret Paleologa was a 16th-century Italian noblewoman and Marchioness of Montferrat whose marriage into the Gonzaga family helped consolidate their power in northern Italy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Margaret Paleologa
Target entity description: Margaret Paleologa was a 16th-century Italian noblewoman and Marchioness of Montferrat whose marriage into the Gonzaga family helped consolidate their power in northern Italy.
  • A. Helena Palaiologina
    Helena Palaiologina was a Byzantine princess of the Palaiologos dynasty, known primarily as the daughter of Despot Thomas Palaiologos and a member of the last ruling family of the Byzantine Empire.
  • B. Irene Palaiologina
    Irene Palaiologina was a Byzantine noblewoman of the Palaiologos dynasty, known primarily as a member of the imperial family in the late Byzantine period.
  • C. Sophia Palaiologina
    Sophia Palaiologina was a Byzantine princess whose marriage to Ivan III of Russia helped transfer Byzantine imperial prestige and traditions to the emerging Russian state.
  • D. Anna Palaiologina
    Anna Palaiologina was a Byzantine noblewoman of the Palaiologos dynasty, known primarily as a member of the imperial family during the late Byzantine period.
  • E. Maria Palaiologina Kantakouzene
    Maria Palaiologina Kantakouzene was a 13th-century Byzantine noblewoman of the Palaiologos–Kantakouzenos families who became empress consort of Bulgaria.
  • 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_69e24589083081908d5694c4fdc80086 completed April 17, 2026, 2:36 p.m.
NER Named-entity recognition batch_69f17ebf1838819092b2b99205a2192f completed April 29, 2026, 3:45 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bae8ba1dc8190a2af113d88c210d0 completed May 19, 2026, 12:27 a.m.
NEDg Description generation batch_6a0baf39c42c8190a6401ab150b80039 completed May 19, 2026, 12:30 a.m.
NED2 Entity disambiguation (via description) batch_6a0bafce9cf48190a826f713e095e3be completed May 19, 2026, 12:33 a.m.
Created at: April 17, 2026, 3:37 p.m.