Triple
T4302727
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Oshiwambo |
E99877
|
entity |
| Predicate | closelyRelatedTo |
P37
|
FINISHED |
| Object |
Herero language
The Herero language is a Bantu language spoken primarily by the Herero people of Namibia and Botswana, known for its noun class system and close relation to other Southwest Bantu languages.
|
E429363
|
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: Herero language | Statement: [Oshiwambo, closelyRelatedTo, Herero language]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Herero language Context triple: [Oshiwambo, closelyRelatedTo, Herero language]
-
A.
Khoikhoi language
The Khoikhoi language is a member of the Khoe-Kwadi family spoken historically by the Khoikhoi people of southwestern Africa, known for its distinctive click consonants and role in the region’s cultural heritage.
-
B.
Mapudungun language
Mapudungun is the indigenous language of the Mapuche people of south-central Chile and southwestern Argentina, belonging to the Araucanian language family and still spoken by a significant community today.
-
C.
Tswa language
The Tswa language is a Bantu language of southern Africa, spoken mainly in Mozambique and neighboring regions, and is closely related to Xitsonga within the Tswa-Ronga group.
-
D.
Murle language
The Murle language is an Eastern Sudanic language spoken primarily by the Murle people of South Sudan.
-
E.
Khoisan languages
Khoisan languages are a group of indigenous African language families best known for their distinctive click consonants and their speakers’ long-standing presence in southern 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: Herero language Triple: [Oshiwambo, closelyRelatedTo, Herero language]
Generated description
The Herero language is a Bantu language spoken primarily by the Herero people of Namibia and Botswana, known for its noun class system and close relation to other Southwest Bantu languages.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Herero language Target entity description: The Herero language is a Bantu language spoken primarily by the Herero people of Namibia and Botswana, known for its noun class system and close relation to other Southwest Bantu languages.
-
A.
Khoikhoi language
The Khoikhoi language is a member of the Khoe-Kwadi family spoken historically by the Khoikhoi people of southwestern Africa, known for its distinctive click consonants and role in the region’s cultural heritage.
-
B.
Mapudungun language
Mapudungun is the indigenous language of the Mapuche people of south-central Chile and southwestern Argentina, belonging to the Araucanian language family and still spoken by a significant community today.
-
C.
Tswa language
The Tswa language is a Bantu language of southern Africa, spoken mainly in Mozambique and neighboring regions, and is closely related to Xitsonga within the Tswa-Ronga group.
-
D.
Murle language
The Murle language is an Eastern Sudanic language spoken primarily by the Murle people of South Sudan.
-
E.
Khoisan languages
Khoisan languages are a group of indigenous African language families best known for their distinctive click consonants and their speakers’ long-standing presence in southern 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_69b345528ebc8190b5abc7e95094792d |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b350b66450819089c9ff6ff9f045e5 |
completed | March 12, 2026, 11:48 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5c7507f1081909cf737dff00542d9 |
completed | March 14, 2026, 8:38 p.m. |
| NEDg | Description generation | batch_69b5c909b7848190bbe00249e0c9e555 |
completed | March 14, 2026, 8:46 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5c97117088190972bba5dbc1553f7 |
completed | March 14, 2026, 8:47 p.m. |
Created at: March 12, 2026, 11:08 p.m.