Triple
T10921713
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ndesandjo Consulting |
E257962
|
entity |
| Predicate | hasName |
P744
|
FINISHED |
| Object | Ndesandjo Consulting |
E257962
|
NE FINISHED |
How this triple was built (2 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: [Ndesandjo Consulting, hasName, Ndesandjo Consulting]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ndesandjo Consulting Context triple: [Ndesandjo Consulting, hasName, Ndesandjo Consulting]
-
A.
Ndesandjo Consulting
chosen
Ndesandjo Consulting is a business consultancy founded and run by Mark Obama Ndesandjo, focusing on cross-cultural, educational, and entrepreneurial initiatives.
-
B.
Hyder Consulting
Hyder Consulting was a multinational engineering, design, and advisory firm known for its work on major infrastructure and construction projects worldwide.
-
C.
Liberty Consulting
Liberty Consulting is a political consulting firm associated with conservative activist Virginia "Ginni" Thomas, known for her involvement in right-wing advocacy and policy efforts.
-
D.
Mort Bay Consulting
Mort Bay Consulting is the software company best known for originally developing and maintaining the Jetty web server and servlet container.
-
E.
Archgroup Consultants
Archgroup Consultants is an architectural firm known for designing major high-rise and hospitality projects in Dubai, including landmark luxury hotels.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d6aa864ed88190818280ab6791d065 |
completed | April 8, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69d77082a1488190850a4409339c3e1e |
completed | April 9, 2026, 9:25 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e2172894d88190b7b27f78e9fd1521 |
completed | April 17, 2026, 11:19 a.m. |
Created at: April 8, 2026, 9:22 p.m.