Triple
T8170012
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bantu W languages |
E190791
|
entity |
| Predicate | hasMember |
P10
|
FINISHED |
| Object |
Luvale language
The Luvale language is a Bantu language spoken primarily by the Luvale people of northwestern Zambia and eastern Angola.
|
E715997
|
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: Luvale language | Statement: [Bantu W languages, hasMember, Luvale language]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Luvale language Context triple: [Bantu W languages, hasMember, Luvale language]
-
A.
Lavukaleve language
Lavukaleve is a Papuan language spoken by the Lavukal people of the Russell Islands in the Solomon Islands, known for its complex grammar and status as one of the Central Solomons languages.
-
B.
Paraujano language
The Paraujano language is an indigenous Arawakan (Maipurean) language historically spoken by the Paraujano people of northwestern Venezuela, now critically endangered or nearly extinct.
-
C.
Nomlaki language
The Nomlaki language is an endangered Native American language traditionally spoken by the Nomlaki people of northern California.
-
D.
Logba language
The Logba language is a Niger-Congo language spoken by the Logba people of southeastern Ghana.
-
E.
Nuaulu language
The Nuaulu language is an Austronesian language spoken by the Nuaulu people on Seram Island in Indonesia, known for its complex verb morphology and endangered status.
- 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: Luvale language Triple: [Bantu W languages, hasMember, Luvale language]
Generated description
The Luvale language is a Bantu language spoken primarily by the Luvale people of northwestern Zambia and eastern Angola.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Luvale language Target entity description: The Luvale language is a Bantu language spoken primarily by the Luvale people of northwestern Zambia and eastern Angola.
-
A.
Lavukaleve language
Lavukaleve is a Papuan language spoken by the Lavukal people of the Russell Islands in the Solomon Islands, known for its complex grammar and status as one of the Central Solomons languages.
-
B.
Paraujano language
The Paraujano language is an indigenous Arawakan (Maipurean) language historically spoken by the Paraujano people of northwestern Venezuela, now critically endangered or nearly extinct.
-
C.
Nomlaki language
The Nomlaki language is an endangered Native American language traditionally spoken by the Nomlaki people of northern California.
-
D.
Logba language
The Logba language is a Niger-Congo language spoken by the Logba people of southeastern Ghana.
-
E.
Nuaulu language
The Nuaulu language is an Austronesian language spoken by the Nuaulu people on Seram Island in Indonesia, known for its complex verb morphology and endangered status.
- 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_69ca82c1c0a08190bf8692b4d91a03ca |
completed | March 30, 2026, 2:03 p.m. |
| NER | Named-entity recognition | batch_69cb4803de688190960438aa059d163b |
completed | March 31, 2026, 4:05 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ccbf542c388190b99fe4f0c6b7b946 |
completed | April 1, 2026, 6:46 a.m. |
| NEDg | Description generation | batch_69ccc312a8608190b899394752ef375f |
completed | April 1, 2026, 7:02 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ccd83115fc8190a3e276bed0a00926 |
completed | April 1, 2026, 8:32 a.m. |
Created at: March 30, 2026, 5:39 p.m.