Triple
T10360456
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marwan al-Shehhi |
E244118
|
entity |
| Predicate | studiedAt |
P5
|
FINISHED |
| Object |
University of Applied Sciences in Hamburg
The University of Applied Sciences in Hamburg is a German higher education institution focused on practice-oriented programs in fields such as engineering, business, and design.
|
E858660
|
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: University of Applied Sciences in Hamburg | Statement: [Marwan al-Shehhi, studiedAt, University of Applied Sciences in Hamburg]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: University of Applied Sciences in Hamburg Context triple: [Marwan al-Shehhi, studiedAt, University of Applied Sciences in Hamburg]
-
A.
Bremen University of Applied Sciences
Bremen University of Applied Sciences is a practice-oriented German higher education institution in Bremen, known for its strong focus on engineering, natural sciences, and international study programs.
-
B.
Lübeck University of Applied Sciences
Lübeck University of Applied Sciences is a practice-oriented German higher education institution in Lübeck offering applied science and engineering programs closely linked to regional industry.
-
C.
Technical University of Hamburg
The Technical University of Hamburg is a German public research university in Hamburg known for its strong engineering and technology programs.
-
D.
Hanze University of Applied Sciences
Hanze University of Applied Sciences is a major Dutch university of applied sciences based in Groningen, offering professionally oriented higher education and research programs.
-
E.
Frankfurt University of Applied Sciences
Frankfurt University of Applied Sciences is a practice-oriented public university in Frankfurt am Main, Germany, offering a wide range of applied science and professional degree 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: University of Applied Sciences in Hamburg Triple: [Marwan al-Shehhi, studiedAt, University of Applied Sciences in Hamburg]
Generated description
The University of Applied Sciences in Hamburg is a German higher education institution focused on practice-oriented programs in fields such as engineering, business, and design.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: University of Applied Sciences in Hamburg Target entity description: The University of Applied Sciences in Hamburg is a German higher education institution focused on practice-oriented programs in fields such as engineering, business, and design.
-
A.
Bremen University of Applied Sciences
Bremen University of Applied Sciences is a practice-oriented German higher education institution in Bremen, known for its strong focus on engineering, natural sciences, and international study programs.
-
B.
Lübeck University of Applied Sciences
Lübeck University of Applied Sciences is a practice-oriented German higher education institution in Lübeck offering applied science and engineering programs closely linked to regional industry.
-
C.
Technical University of Hamburg
The Technical University of Hamburg is a German public research university in Hamburg known for its strong engineering and technology programs.
-
D.
Hanze University of Applied Sciences
Hanze University of Applied Sciences is a major Dutch university of applied sciences based in Groningen, offering professionally oriented higher education and research programs.
-
E.
Frankfurt University of Applied Sciences
Frankfurt University of Applied Sciences is a practice-oriented public university in Frankfurt am Main, Germany, offering a wide range of applied science and professional degree 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_69d381b22b8c8190aaed476be5f872a9 |
completed | April 6, 2026, 9:49 a.m. |
| NER | Named-entity recognition | batch_69d4e9609c4481908b7d72ecf1adaa73 |
completed | April 7, 2026, 11:24 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d750b6ef248190bdbe16bbb8efcf88 |
completed | April 9, 2026, 7:09 a.m. |
| NEDg | Description generation | batch_69d7618ecb748190a492406eabe590d7 |
completed | April 9, 2026, 8:21 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d77057affc8190b420e66560c3dfbd |
completed | April 9, 2026, 9:24 a.m. |
Created at: April 6, 2026, 11:59 a.m.