Triple
T2357245
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mark Obama Ndesandjo |
E47584
|
entity |
| Predicate | employer |
P7
|
FINISHED |
| Object |
Ndesandjo Consulting
Ndesandjo Consulting is a business consultancy founded and run by Mark Obama Ndesandjo, focusing on cross-cultural, educational, and entrepreneurial initiatives.
|
E257962
|
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: Ndesandjo Consulting | Statement: [Mark Obama Ndesandjo, employer, Ndesandjo Consulting]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ndesandjo Consulting Context triple: [Mark Obama Ndesandjo, employer, Ndesandjo Consulting]
-
A.
Doxiadis Associates
Doxiadis Associates was an influential Greek architectural and urban planning firm founded by Constantinos A. Doxiadis, known for its large-scale planning projects and the development of the theory of Ekistics.
-
B.
Omrania and Associates
Omrania and Associates is a Saudi-based architectural and engineering firm known for designing prominent modern landmarks and large-scale urban projects in the Middle East.
-
C.
Boulos Enterprises
Boulos Enterprises is a Nigeria-based conglomerate involved in sectors such as motorcycle distribution, retail, and manufacturing, known for its prominent role in West African commerce.
-
D.
Golder Associates
Golder Associates is a global consulting firm specializing in earth, environment, and energy services, known for its expertise in geotechnical engineering and environmental consulting.
-
E.
Environmental Tectonics Corporation
Environmental Tectonics Corporation is a technology company specializing in simulation, training, and environmental control systems, particularly for aerospace, defense, and medical applications.
- 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: Ndesandjo Consulting Triple: [Mark Obama Ndesandjo, employer, Ndesandjo Consulting]
Generated description
Ndesandjo Consulting is a business consultancy founded and run by Mark Obama Ndesandjo, focusing on cross-cultural, educational, and entrepreneurial initiatives.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ndesandjo Consulting Target entity description: Ndesandjo Consulting is a business consultancy founded and run by Mark Obama Ndesandjo, focusing on cross-cultural, educational, and entrepreneurial initiatives.
-
A.
Doxiadis Associates
Doxiadis Associates was an influential Greek architectural and urban planning firm founded by Constantinos A. Doxiadis, known for its large-scale planning projects and the development of the theory of Ekistics.
-
B.
Omrania and Associates
Omrania and Associates is a Saudi-based architectural and engineering firm known for designing prominent modern landmarks and large-scale urban projects in the Middle East.
-
C.
Boulos Enterprises
Boulos Enterprises is a Nigeria-based conglomerate involved in sectors such as motorcycle distribution, retail, and manufacturing, known for its prominent role in West African commerce.
-
D.
Golder Associates
Golder Associates is a global consulting firm specializing in earth, environment, and energy services, known for its expertise in geotechnical engineering and environmental consulting.
-
E.
Environmental Tectonics Corporation
Environmental Tectonics Corporation is a technology company specializing in simulation, training, and environmental control systems, particularly for aerospace, defense, and medical applications.
- 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_69a88a1b678c8190bce986922ba60ce0 |
completed | March 4, 2026, 7:38 p.m. |
| NER | Named-entity recognition | batch_69abc71e0c68819082eebd80721abcc1 |
completed | March 7, 2026, 6:35 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae9638ef948190adf945aba42fac76 |
completed | March 9, 2026, 9:43 a.m. |
| NEDg | Description generation | batch_69ae96fc0b508190b1da6aa41cddc488 |
completed | March 9, 2026, 9:46 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae977e539c81909cef638cc61e5ec1 |
completed | March 9, 2026, 9:48 a.m. |
Created at: March 4, 2026, 7:54 p.m.