Triple
T294334
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Commonwealth of Learning |
E6059
|
entity |
| Predicate | worksWith |
P398
|
FINISHED |
| Object |
TVET institutions
TVET institutions are educational and training organizations that provide practical, skills-based and vocational programs to prepare learners for specific trades, occupations, and technical careers.
|
E37915
|
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: TVET institutions | Statement: [Commonwealth of Learning, worksWith, TVET institutions]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: TVET institutions Context triple: [Commonwealth of Learning, worksWith, TVET institutions]
-
A.
Office of Career, Technical, and Adult Education
The Office of Career, Technical, and Adult Education is a federal agency that oversees and supports career and technical education, adult education, and workforce development programs across the United States.
-
B.
Advanced Technological Education (ATE)
Advanced Technological Education (ATE) is a National Science Foundation program that supports the education and training of technicians in advanced technology fields through partnerships between two-year colleges, industry, and other educational institutions.
-
C.
European polytechnic institutes
European polytechnic institutes are higher education institutions that emphasize applied science and engineering education, combining rigorous theoretical instruction with practical, laboratory-based training.
-
D.
Swinburne Technical College
Swinburne Technical College was an Australian vocational and technical education institution in Melbourne that later became part of Swinburne University of Technology.
-
E.
Association of Independent Technological Universities
The Association of Independent Technological Universities is a consortium of leading private, research-intensive science and engineering universities in the United States that collaborate on advancing technological education and innovation.
- 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: TVET institutions Triple: [Commonwealth of Learning, worksWith, TVET institutions]
Generated description
TVET institutions are educational and training organizations that provide practical, skills-based and vocational programs to prepare learners for specific trades, occupations, and technical careers.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: TVET institutions Target entity description: TVET institutions are educational and training organizations that provide practical, skills-based and vocational programs to prepare learners for specific trades, occupations, and technical careers.
-
A.
Office of Career, Technical, and Adult Education
The Office of Career, Technical, and Adult Education is a federal agency that oversees and supports career and technical education, adult education, and workforce development programs across the United States.
-
B.
Advanced Technological Education (ATE)
Advanced Technological Education (ATE) is a National Science Foundation program that supports the education and training of technicians in advanced technology fields through partnerships between two-year colleges, industry, and other educational institutions.
-
C.
European polytechnic institutes
European polytechnic institutes are higher education institutions that emphasize applied science and engineering education, combining rigorous theoretical instruction with practical, laboratory-based training.
-
D.
Swinburne Technical College
Swinburne Technical College was an Australian vocational and technical education institution in Melbourne that later became part of Swinburne University of Technology.
-
E.
Association of Independent Technological Universities
The Association of Independent Technological Universities is a consortium of leading private, research-intensive science and engineering universities in the United States that collaborate on advancing technological education and innovation.
- 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_69a2e79114b081909490b3bf5a5dbb51 |
completed | Feb. 28, 2026, 1:03 p.m. |
| NER | Named-entity recognition | batch_69a2e978420881908488df342a7d5e90 |
completed | Feb. 28, 2026, 1:11 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a3a5d514388190ac0f748a406ae43e |
completed | March 1, 2026, 2:35 a.m. |
| NEDg | Description generation | batch_69a3a63b33408190bea3a099165d1233 |
completed | March 1, 2026, 2:36 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a3a69b4e488190ae092d6989c75556 |
completed | March 1, 2026, 2:38 a.m. |
Created at: Feb. 28, 2026, 1:06 p.m.