Triple
T3356981
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Makhuwa |
E70628
|
entity |
| Predicate | spokenBy |
P2181
|
FINISHED |
| Object |
Makhuwa people
The Makhuwa people are a Bantu ethnic group primarily inhabiting northern Mozambique, known for their distinct language, matrilineal social structures, and agricultural traditions.
|
E389272
|
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: Makhuwa people | Statement: [Makhuwa, spokenBy, Makhuwa people]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Makhuwa people Context triple: [Makhuwa, spokenBy, Makhuwa people]
-
A.
Kalanga people
The Kalanga people are a Bantu-speaking ethnic group primarily found in southwestern Zimbabwe and northeastern Botswana, known for their rich oral traditions, agriculture, and distinctive cultural practices.
-
B.
Thembu people
The Thembu people are a Xhosa-speaking ethnic group from South Africa’s Eastern Cape region, historically ruled by a royal lineage that includes figures such as Nelson Mandela.
-
C.
Nguni people
The Nguni people are a group of closely related Bantu-speaking ethnic communities of Southern Africa, including the Zulu, Xhosa, Swazi, and Ndebele, known for their rich cultural traditions and historical kingdoms.
-
D.
Ndebele people
The Ndebele people are a Southern African ethnic group known for their Nguni language, distinctive geometric house painting, beadwork, and rich cultural traditions.
-
E.
Mambwe people
The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
- 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: Makhuwa people Triple: [Makhuwa, spokenBy, Makhuwa people]
Generated description
The Makhuwa people are a Bantu ethnic group primarily inhabiting northern Mozambique, known for their distinct language, matrilineal social structures, and agricultural traditions.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Makhuwa people Target entity description: The Makhuwa people are a Bantu ethnic group primarily inhabiting northern Mozambique, known for their distinct language, matrilineal social structures, and agricultural traditions.
-
A.
Kalanga people
The Kalanga people are a Bantu-speaking ethnic group primarily found in southwestern Zimbabwe and northeastern Botswana, known for their rich oral traditions, agriculture, and distinctive cultural practices.
-
B.
Thembu people
The Thembu people are a Xhosa-speaking ethnic group from South Africa’s Eastern Cape region, historically ruled by a royal lineage that includes figures such as Nelson Mandela.
-
C.
Nguni people
The Nguni people are a group of closely related Bantu-speaking ethnic communities of Southern Africa, including the Zulu, Xhosa, Swazi, and Ndebele, known for their rich cultural traditions and historical kingdoms.
-
D.
Ndebele people
The Ndebele people are a Southern African ethnic group known for their Nguni language, distinctive geometric house painting, beadwork, and rich cultural traditions.
-
E.
Mambwe people
The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
- 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_69ad85a660c48190998489309a3b4869 |
completed | March 8, 2026, 2:20 p.m. |
| NER | Named-entity recognition | batch_69adb244435c81908e35d2aa36ec4f46 |
completed | March 8, 2026, 5:30 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b4f015f7188190a0b6d7923bba703f |
completed | March 14, 2026, 5:20 a.m. |
| NEDg | Description generation | batch_69b4f1048f948190a915354c30517ef5 |
completed | March 14, 2026, 5:24 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b4f4bbf4508190958091e841e796a3 |
completed | March 14, 2026, 5:40 a.m. |
Created at: March 8, 2026, 3:13 p.m.