Triple
T9352287
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ngamo |
E225046
|
entity |
| Predicate | spokenBy |
P2181
|
FINISHED |
| Object |
Ngamo people
The Ngamo people are an ethnic group primarily found in northeastern Nigeria, known for their distinct Chadic language and cultural traditions.
|
E847829
|
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: Ngamo people | Statement: [Ngamo, spokenBy, Ngamo people]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ngamo people Context triple: [Ngamo, spokenBy, Ngamo people]
-
A.
Nyambo people
The Nyambo people are an ethnic group of the Lake Victoria region in northwestern Tanzania, closely related culturally and linguistically to neighboring Bantu groups such as the Haya.
-
B.
Ngada people
The Ngada people are an indigenous ethnic group of central Flores in Indonesia, known for their megalithic villages, matrilineal traditions, and distinctive ritual practices.
-
C.
Lendu people
The Lendu people are an agricultural ethnic group of northeastern Democratic Republic of the Congo, known for their distinct language and for their involvement in regional land and resource conflicts, particularly in Ituri.
-
D.
Benga people
The Benga people are a coastal Bantu ethnic group of Central Africa, traditionally living on islands and shores around the Gulf of Guinea, especially in present-day Equatorial Guinea and Gabon.
-
E.
Nggela people
The Nggela people are an indigenous ethnic group of the Solomon Islands, primarily inhabiting the Nggela (Florida) Islands and known for their distinct Austronesian culture and traditions.
- 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: Ngamo people Triple: [Ngamo, spokenBy, Ngamo people]
Generated description
The Ngamo people are an ethnic group primarily found in northeastern Nigeria, known for their distinct Chadic language and cultural traditions.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ngamo people Target entity description: The Ngamo people are an ethnic group primarily found in northeastern Nigeria, known for their distinct Chadic language and cultural traditions.
-
A.
Nyambo people
The Nyambo people are an ethnic group of the Lake Victoria region in northwestern Tanzania, closely related culturally and linguistically to neighboring Bantu groups such as the Haya.
-
B.
Ngada people
The Ngada people are an indigenous ethnic group of central Flores in Indonesia, known for their megalithic villages, matrilineal traditions, and distinctive ritual practices.
-
C.
Lendu people
The Lendu people are an agricultural ethnic group of northeastern Democratic Republic of the Congo, known for their distinct language and for their involvement in regional land and resource conflicts, particularly in Ituri.
-
D.
Benga people
The Benga people are a coastal Bantu ethnic group of Central Africa, traditionally living on islands and shores around the Gulf of Guinea, especially in present-day Equatorial Guinea and Gabon.
-
E.
Nggela people
The Nggela people are an indigenous ethnic group of the Solomon Islands, primarily inhabiting the Nggela (Florida) Islands and known for their distinct Austronesian culture and traditions.
- 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_69ca842abfd48190949d71c3b86eeba8 |
completed | March 30, 2026, 2:09 p.m. |
| NER | Named-entity recognition | batch_69cd4f93a9848190ad2ae24f2aa607d2 |
completed | April 1, 2026, 5:02 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d32a3c9c6881908757c63a0ccdc54e |
completed | April 6, 2026, 3:36 a.m. |
| NEDg | Description generation | batch_69d32b4030d0819092f13e894dbaa2e7 |
completed | April 6, 2026, 3:40 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d32b97b5a081908c6e1a6485e37816 |
completed | April 6, 2026, 3:42 a.m. |
Created at: March 30, 2026, 7:41 p.m.