Triple

T16492220
Position Surface form Disambiguated ID Type / Status
Subject Boris Trajkovski E400594 entity
Predicate headOfGovernment P307 FINISHED
Object Ljubčo Georgievski
Ljubčo Georgievski is a Macedonian politician and former Prime Minister who played a key role in the country’s transition to independence and multi-party democracy.
E1238010 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: Ljubčo Georgievski | Statement: [Boris Trajkovski, headOfGovernment, Ljubčo Georgievski]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ljubčo Georgievski
Context triple: [Boris Trajkovski, headOfGovernment, Ljubčo Georgievski]
  • A. Boris Sarafov
    Boris Sarafov was a prominent Bulgarian revolutionary and military officer known for his leading role in the Macedonian liberation movement at the turn of the 20th century.
  • B. Hristo Tatarchev
    Hristo Tatarchev was a Bulgarian revolutionary and physician who played a key role in the Macedonian liberation movement at the turn of the 20th century.
  • C. Vlado Chernozemski
    Vlado Chernozemski was a Bulgarian revolutionary and assassin best known for killing King Alexander I of Yugoslavia in 1934 as part of the Internal Macedonian Revolutionary Organization (IMRO).
  • D. Marin Drinov
    Marin Drinov was a prominent Bulgarian historian, scholar, and public figure regarded as one of the founders of modern Bulgarian historiography and a leading architect of Bulgaria’s cultural and educational revival in the 19th century.
  • E. Gjorge Ivanov
    Gjorge Ivanov is a Macedonian politician and academic who served as President of North Macedonia from 2009 to 2019.
  • 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: Ljubčo Georgievski
Triple: [Boris Trajkovski, headOfGovernment, Ljubčo Georgievski]
Generated description
Ljubčo Georgievski is a Macedonian politician and former Prime Minister who played a key role in the country’s transition to independence and multi-party democracy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ljubčo Georgievski
Target entity description: Ljubčo Georgievski is a Macedonian politician and former Prime Minister who played a key role in the country’s transition to independence and multi-party democracy.
  • A. Boris Sarafov
    Boris Sarafov was a prominent Bulgarian revolutionary and military officer known for his leading role in the Macedonian liberation movement at the turn of the 20th century.
  • B. Hristo Tatarchev
    Hristo Tatarchev was a Bulgarian revolutionary and physician who played a key role in the Macedonian liberation movement at the turn of the 20th century.
  • C. Vlado Chernozemski
    Vlado Chernozemski was a Bulgarian revolutionary and assassin best known for killing King Alexander I of Yugoslavia in 1934 as part of the Internal Macedonian Revolutionary Organization (IMRO).
  • D. Marin Drinov
    Marin Drinov was a prominent Bulgarian historian, scholar, and public figure regarded as one of the founders of modern Bulgarian historiography and a leading architect of Bulgaria’s cultural and educational revival in the 19th century.
  • E. Gjorge Ivanov
    Gjorge Ivanov is a Macedonian politician and academic who served as President of North Macedonia from 2009 to 2019.
  • 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_69d883813098819084f5409539723b59 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e32e30cb648190a52cb32896c4ac5a completed April 18, 2026, 7:09 a.m.
NED1 Entity disambiguation (via context triple) batch_6a00c291e2008190b41a989c5c6e2860 completed May 10, 2026, 5:38 p.m.
NEDg Description generation batch_6a00c332051c8190b086a6e29b8d9c61 completed May 10, 2026, 5:41 p.m.
NED2 Entity disambiguation (via description) batch_6a00c434d8f88190a71c1c4c8e475e33 completed May 10, 2026, 5:45 p.m.
Created at: April 10, 2026, 5:13 a.m.