Triple
T1191265
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Vienna University of Economics and Business |
E25364
|
entity |
| Predicate | memberOf |
P10
|
FINISHED |
| Object |
CEMS – The Global Alliance in Management Education
CEMS – The Global Alliance in Management Education is a global network of leading business schools, multinational companies, and NGOs that collaborates to offer high-quality, internationally oriented management education, most notably through the CEMS Master in International Management.
|
E136780
|
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: CEMS – The Global Alliance in Management Education | Statement: [Vienna University of Economics and Business, memberOf, CEMS – The Global Alliance in Management Education]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: CEMS – The Global Alliance in Management Education Context triple: [Vienna University of Economics and Business, memberOf, CEMS – The Global Alliance in Management Education]
-
A.
European Management Forum
The European Management Forum was the original name of the organization that evolved into the World Economic Forum, an international institution best known for its annual meetings of global leaders in Davos, Switzerland.
-
B.
EQUIS
EQUIS is an international quality accreditation system for business and management schools, awarded by the European Foundation for Management Development (EFMD).
-
C.
Centre for Business Research
The Centre for Business Research is a research institute at the University of Cambridge that focuses on the study of enterprise, innovation, and economic performance, particularly in relation to policy and business practice.
-
D.
Center for Entrepreneurial Studies
The Center for Entrepreneurial Studies is a Stanford Graduate School of Business hub that supports research, education, and experiential learning in entrepreneurship and innovation.
-
E.
American Assembly of Collegiate Schools of Business
The American Assembly of Collegiate Schools of Business, now known as AACSB International, is a leading global accrediting body and membership association for business schools and accounting programs.
- 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: CEMS – The Global Alliance in Management Education Triple: [Vienna University of Economics and Business, memberOf, CEMS – The Global Alliance in Management Education]
Generated description
CEMS – The Global Alliance in Management Education is a global network of leading business schools, multinational companies, and NGOs that collaborates to offer high-quality, internationally oriented management education, most notably through the CEMS Master in International Management.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: CEMS – The Global Alliance in Management Education Target entity description: CEMS – The Global Alliance in Management Education is a global network of leading business schools, multinational companies, and NGOs that collaborates to offer high-quality, internationally oriented management education, most notably through the CEMS Master in International Management.
-
A.
European Management Forum
The European Management Forum was the original name of the organization that evolved into the World Economic Forum, an international institution best known for its annual meetings of global leaders in Davos, Switzerland.
-
B.
EQUIS
EQUIS is an international quality accreditation system for business and management schools, awarded by the European Foundation for Management Development (EFMD).
-
C.
Centre for Business Research
The Centre for Business Research is a research institute at the University of Cambridge that focuses on the study of enterprise, innovation, and economic performance, particularly in relation to policy and business practice.
-
D.
Center for Entrepreneurial Studies
The Center for Entrepreneurial Studies is a Stanford Graduate School of Business hub that supports research, education, and experiential learning in entrepreneurship and innovation.
-
E.
American Assembly of Collegiate Schools of Business
The American Assembly of Collegiate Schools of Business, now known as AACSB International, is a leading global accrediting body and membership association for business schools and accounting programs.
- 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_69a49427d98881908646d6c63b8cea1e |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4bd74e2c08190b4a48425f94addaa |
completed | March 1, 2026, 10:28 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac764ea588819082f7d5d0e44e1211 |
completed | March 7, 2026, 7:02 p.m. |
| NEDg | Description generation | batch_69ac76e1b430819092669c6e83d7a62c |
completed | March 7, 2026, 7:05 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac7768daa4819082a07fa755ce7364 |
completed | March 7, 2026, 7:07 p.m. |
Created at: March 1, 2026, 7:45 p.m.