Triple
T276818
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Melania Trump |
E5266
|
entity |
| Predicate | education |
P5
|
FINISHED |
| Object |
Secondary School of Design and Photography, Ljubljana
The Secondary School of Design and Photography in Ljubljana is a Slovenian vocational secondary school specializing in design and photography, known internationally as part of the early education of former U.S. First Lady Melania Trump.
|
E36039
|
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: Secondary School of Design and Photography, Ljubljana | Statement: [Melania Trump, education, Secondary School of Design and Photography, Ljubljana]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Secondary School of Design and Photography, Ljubljana Context triple: [Melania Trump, education, Secondary School of Design and Photography, Ljubljana]
-
A.
University of Ljubljana
The University of Ljubljana is the largest and oldest university in Slovenia, recognized as a major public research and higher education institution in Central Europe.
-
B.
Austrian Polytechnic in Graz
The Austrian Polytechnic in Graz was a 19th-century technical institute in Graz, Austria, known for training engineers and scientists, including inventor Nikola Tesla.
-
C.
Ljubljana
Ljubljana is the capital and largest city of Slovenia, known for its picturesque old town, Baroque and Art Nouveau architecture, and vibrant cultural scene along the Ljubljanica River.
-
D.
Mozarteum University Salzburg
Mozarteum University Salzburg is a renowned Austrian institution of higher education specializing in music and the arts, closely associated with the legacy of Wolfgang Amadeus Mozart.
-
E.
University of Belgrade
The University of Belgrade is a major public research university in Serbia and one of the oldest and largest higher education institutions in the Balkans.
- 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: Secondary School of Design and Photography, Ljubljana Triple: [Melania Trump, education, Secondary School of Design and Photography, Ljubljana]
Generated description
The Secondary School of Design and Photography in Ljubljana is a Slovenian vocational secondary school specializing in design and photography, known internationally as part of the early education of former U.S. First Lady Melania Trump.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Secondary School of Design and Photography, Ljubljana Target entity description: The Secondary School of Design and Photography in Ljubljana is a Slovenian vocational secondary school specializing in design and photography, known internationally as part of the early education of former U.S. First Lady Melania Trump.
-
A.
University of Ljubljana
The University of Ljubljana is the largest and oldest university in Slovenia, recognized as a major public research and higher education institution in Central Europe.
-
B.
Austrian Polytechnic in Graz
The Austrian Polytechnic in Graz was a 19th-century technical institute in Graz, Austria, known for training engineers and scientists, including inventor Nikola Tesla.
-
C.
Ljubljana
Ljubljana is the capital and largest city of Slovenia, known for its picturesque old town, Baroque and Art Nouveau architecture, and vibrant cultural scene along the Ljubljanica River.
-
D.
Mozarteum University Salzburg
Mozarteum University Salzburg is a renowned Austrian institution of higher education specializing in music and the arts, closely associated with the legacy of Wolfgang Amadeus Mozart.
-
E.
University of Belgrade
The University of Belgrade is a major public research university in Serbia and one of the oldest and largest higher education institutions in the Balkans.
- 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_69a257e6c8788190987dfe705ca2912a |
completed | Feb. 28, 2026, 2:50 a.m. |
| NER | Named-entity recognition | batch_69a25ded68c88190b1fc595ce329aeb9 |
completed | Feb. 28, 2026, 3:15 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a391525a7081909166884a8ea47ace |
completed | March 1, 2026, 1:07 a.m. |
| NEDg | Description generation | batch_69a391e734148190a56e6a07447af304 |
completed | March 1, 2026, 1:09 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a3924ca2148190811f9d376805d0cd |
completed | March 1, 2026, 1:11 a.m. |
Created at: Feb. 28, 2026, 2:59 a.m.