Triple
T14243626
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Makhuwa languages |
E353073
|
entity |
| Predicate | hasMember |
P10
|
FINISHED |
| Object |
Makhuwa-Saka language
The Makhuwa-Saka language is a Bantu language variety of the Makhuwa cluster spoken primarily in northern Mozambique.
|
E1100145
|
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-Saka language | Statement: [Makhuwa languages, hasMember, Makhuwa-Saka language]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Makhuwa-Saka language Context triple: [Makhuwa languages, hasMember, Makhuwa-Saka language]
-
A.
Makhuwa languages
The Makhuwa languages are a group of closely related Bantu languages spoken primarily in northern Mozambique and neighboring regions of southeastern Africa.
-
B.
Makhuwa-Enahara language
The Makhuwa-Enahara language is a Bantu language spoken primarily in northern Mozambique as one of the varieties of the broader Makhuwa language cluster.
-
C.
Makhuwa-Marrevone language
The Makhuwa-Marrevone language is a Bantu language variety spoken by Makhuwa communities in Mozambique, forming part of the broader Makhuwa linguistic cluster.
-
D.
Teke-Ngungwel language
The Teke-Ngungwel language is a Bantu language spoken by the Teke people in Central Africa, particularly in parts of the Republic of the Congo and neighboring regions.
-
E.
Kalanga language
The Kalanga language is a Bantu language spoken primarily by the Kalanga people in parts of Botswana and southwestern Zimbabwe.
- 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-Saka language Triple: [Makhuwa languages, hasMember, Makhuwa-Saka language]
Generated description
The Makhuwa-Saka language is a Bantu language variety of the Makhuwa cluster spoken primarily in northern Mozambique.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Makhuwa-Saka language Target entity description: The Makhuwa-Saka language is a Bantu language variety of the Makhuwa cluster spoken primarily in northern Mozambique.
-
A.
Makhuwa languages
The Makhuwa languages are a group of closely related Bantu languages spoken primarily in northern Mozambique and neighboring regions of southeastern Africa.
-
B.
Makhuwa-Enahara language
The Makhuwa-Enahara language is a Bantu language spoken primarily in northern Mozambique as one of the varieties of the broader Makhuwa language cluster.
-
C.
Makhuwa-Marrevone language
The Makhuwa-Marrevone language is a Bantu language variety spoken by Makhuwa communities in Mozambique, forming part of the broader Makhuwa linguistic cluster.
-
D.
Teke-Ngungwel language
The Teke-Ngungwel language is a Bantu language spoken by the Teke people in Central Africa, particularly in parts of the Republic of the Congo and neighboring regions.
-
E.
Kalanga language
The Kalanga language is a Bantu language spoken primarily by the Kalanga people in parts of Botswana and southwestern Zimbabwe.
- 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_69d8278adc7c8190a9218d69bce3c4e6 |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de6245d6a481909ef665748cd4d64c |
completed | April 14, 2026, 3:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd647b37a8819095fe0bb62e0373fb |
completed | May 8, 2026, 4:20 a.m. |
| NEDg | Description generation | batch_69fd6539793881909d1fd3985c171837 |
completed | May 8, 2026, 4:23 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd65c06fc88190a7d2a84d7858b20f |
completed | May 8, 2026, 4:25 a.m. |
Created at: April 10, 2026, 1:08 a.m.