Triple
T14243634
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Makhuwa languages |
E353073
|
entity |
| Predicate | hasMember |
P10
|
FINISHED |
| Object |
Naharra language
The Naharra language is a Bantu language variety belonging to the Makhuwa group, spoken by communities in northern Mozambique.
|
E1088420
|
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: Naharra language | Statement: [Makhuwa languages, hasMember, Naharra language]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Naharra language Context triple: [Makhuwa languages, hasMember, Naharra language]
-
A.
Nafara language
The Nafara language is a Senufo language spoken in parts of West Africa, primarily by the Nafara people in Côte d’Ivoire.
-
B.
Khwarshi language
The Khwarshi language is a Northeast Caucasian (Nakh-Daghestanian) language spoken by a small ethnic group in Dagestan, Russia, known for its complex phonology and rich case system.
-
C.
Lundayeh language
The Lundayeh language is an Austronesian language spoken by the Lundayeh (Lun Bawang) people of northern Borneo, primarily in parts of Malaysia and Indonesia.
-
D.
Abu Arapesh language
The Abu Arapesh language is a Papuan language of the Arapesh people of Papua New Guinea, known for its complex noun classification and rich verbal morphology.
-
E.
Nawdm language
The Nawdm language is a Gur language spoken primarily by the Nawda (Nawdm) people in parts of northern Togo and neighboring regions of West Africa.
- 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: Naharra language Triple: [Makhuwa languages, hasMember, Naharra language]
Generated description
The Naharra language is a Bantu language variety belonging to the Makhuwa group, spoken by communities in northern Mozambique.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Naharra language Target entity description: The Naharra language is a Bantu language variety belonging to the Makhuwa group, spoken by communities in northern Mozambique.
-
A.
Nafara language
The Nafara language is a Senufo language spoken in parts of West Africa, primarily by the Nafara people in Côte d’Ivoire.
-
B.
Khwarshi language
The Khwarshi language is a Northeast Caucasian (Nakh-Daghestanian) language spoken by a small ethnic group in Dagestan, Russia, known for its complex phonology and rich case system.
-
C.
Lundayeh language
The Lundayeh language is an Austronesian language spoken by the Lundayeh (Lun Bawang) people of northern Borneo, primarily in parts of Malaysia and Indonesia.
-
D.
Abu Arapesh language
The Abu Arapesh language is a Papuan language of the Arapesh people of Papua New Guinea, known for its complex noun classification and rich verbal morphology.
-
E.
Nawdm language
The Nawdm language is a Gur language spoken primarily by the Nawda (Nawdm) people in parts of northern Togo and neighboring regions of West Africa.
- 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_69fd28235880819094f5983cce01b0fc |
completed | May 8, 2026, 12:02 a.m. |
| NEDg | Description generation | batch_69fd2b2363f881909e04edd850166dd5 |
completed | May 8, 2026, 12:15 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd2cf1a1248190a97644dadf1717bc |
completed | May 8, 2026, 12:23 a.m. |
Created at: April 10, 2026, 1:08 a.m.