Triple
T19650344
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Boulou |
E471796
|
entity |
| Predicate | hasSecondLanguageSpeakersIn |
P27353
|
FINISHED |
| Object | southern Cameroon |
—
|
NE NERFINISHED |
How this triple was built (3 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: southern Cameroon | Statement: [Boulou, hasSecondLanguageSpeakersIn, southern Cameroon]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: southern Cameroon Context triple: [Boulou, hasSecondLanguageSpeakersIn, southern Cameroon]
-
A.
Southern Cameroon
chosen
Southern Cameroon is a region in the southern part of Cameroon known for its diverse ethnic groups, including Beti-speaking communities, and its mix of forested landscapes and growing urban centers.
-
B.
Southwest Region of Cameroon
The Southwest Region of Cameroon is an English-speaking coastal area known for its cultural diversity, use of Cameroonian Pidgin English, and major towns like Buea and Limbe.
-
C.
Central Region of Cameroon
The Central Region of Cameroon is an administrative area in the heart of the country that includes the capital city Yaoundé and is home to the Ewondo people, among others.
-
D.
North Region of Cameroon
The North Region of Cameroon is an administrative region in the northern part of the country known for its Sahelian climate, diverse ethnic groups, and important agricultural and pastoral activities.
-
E.
Northwest Region of Cameroon
The Northwest Region of Cameroon is a predominantly highland, anglophone area known for its cultural diversity, including widespread use of Cameroonian Pidgin English alongside local languages.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasSecondLanguageSpeakersIn Context triple: [Boulou, hasSecondLanguageSpeakersIn, southern Cameroon]
-
A.
secondLanguageSpeakers
chosen
Indicates that the referenced language is spoken as a second (non-native) language by the specified group or number of people.
-
B.
hasSecondaryLanguage
Indicates that an entity possesses or uses a secondary language in addition to its primary language.
-
C.
hasSecondaryNationalLanguage
Indicates that an entity possesses an officially recognized secondary national language in addition to its primary national language.
-
D.
hasSecondaryLanguageNearby
Indicates that an entity has at least one secondary language present or used in its immediate vicinity or surrounding context.
-
E.
hasSecondaryLanguageFamily
Indicates that an entity has an additional, non-primary association with a particular language family.
- F. None of above.
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_69d8e51395348190ac1416d46dfc6db0 |
completed | April 10, 2026, 11:54 a.m. |
| NER | Named-entity recognition | batch_69e641286bbc8190886f309de13063bf |
completed | April 20, 2026, 3:07 p.m. |
| PD | Predicate disambiguation | batch_69e514e941008190898d978d7bde91e4 |
completed | April 19, 2026, 5:46 p.m. |
Created at: April 10, 2026, 1:44 p.m.