Triple

T4390847
Position Surface form Disambiguated ID Type / Status
Subject European Qualifications Framework E99357 entity
Predicate relatedTo P37 FINISHED
Object Bologna Process
The Bologna Process is a European higher education reform initiative that harmonizes degree structures and quality standards across countries to promote comparability, mobility, and recognition of qualifications.
E98910 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: Bologna Process | Statement: [European Qualifications Framework, relatedTo, Bologna Process]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bologna Process
Context triple: [European Qualifications Framework, relatedTo, Bologna Process]
  • A. Bologna Declaration 1999
    The Bologna Declaration 1999 is a landmark European higher education reform agreement that launched the Bologna Process to create a more comparable, compatible, and coherent system of university degrees across Europe.
  • B. Ministerial Conference of the Bologna Process
    The Ministerial Conference of the Bologna Process is the periodic meeting of European education ministers that sets policy directions and oversees the implementation of the European Higher Education Area.
  • C. Convention on the Recognition of Qualifications concerning Higher Education in the European Region
    The Convention on the Recognition of Qualifications concerning Higher Education in the European Region is an international treaty adopted in Lisbon in 1997 that sets common principles for recognizing higher-education qualifications across European countries to promote academic mobility and fair access to further study.
  • D. Erasmus+ programme
    The Erasmus+ programme is a European Union initiative that supports education, training, youth, and sport through international study, exchange, and cooperation opportunities.
  • E. European Higher Education Area
    The European Higher Education Area is a collaborative framework that harmonizes higher education systems across participating European countries to promote comparability, mobility, and quality in universities and other institutions.
  • 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: Bologna Process
Triple: [European Qualifications Framework, relatedTo, Bologna Process]
Generated description
The Bologna Process is a European higher education reform initiative that harmonizes degree structures and quality standards across countries to promote comparability, mobility, and recognition of qualifications.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bologna Process
Target entity description: The Bologna Process is a European higher education reform initiative that harmonizes degree structures and quality standards across countries to promote comparability, mobility, and recognition of qualifications.
  • A. Bologna Declaration 1999 chosen
    The Bologna Declaration 1999 is a landmark European higher education reform agreement that launched the Bologna Process to create a more comparable, compatible, and coherent system of university degrees across Europe.
  • B. Ministerial Conference of the Bologna Process
    The Ministerial Conference of the Bologna Process is the periodic meeting of European education ministers that sets policy directions and oversees the implementation of the European Higher Education Area.
  • C. Convention on the Recognition of Qualifications concerning Higher Education in the European Region
    The Convention on the Recognition of Qualifications concerning Higher Education in the European Region is an international treaty adopted in Lisbon in 1997 that sets common principles for recognizing higher-education qualifications across European countries to promote academic mobility and fair access to further study.
  • D. Erasmus+ programme
    The Erasmus+ programme is a European Union initiative that supports education, training, youth, and sport through international study, exchange, and cooperation opportunities.
  • E. European Higher Education Area
    The European Higher Education Area is a collaborative framework that harmonizes higher education systems across participating European countries to promote comparability, mobility, and quality in universities and other institutions.
  • F. None of above.

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_69b3454f739481909ff6c28331f0c0b9 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b352843d7c8190929b94c94eaa63df completed March 12, 2026, 11:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5f5ec77d081909b07ebd004be136f completed March 14, 2026, 11:57 p.m.
NEDg Description generation batch_69b5f6e03b68819093c2a7785782641e completed March 15, 2026, 12:01 a.m.
NED2 Entity disambiguation (via description) batch_69b5f7887cb08190bf498eefc3627bfa completed March 15, 2026, 12:04 a.m.
Created at: March 12, 2026, 11:19 p.m.