Triple
T2662890
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Benue–Congo languages |
E54765
|
entity |
| Predicate | containsSubfamily |
P10928
|
FINISHED |
| Object |
Oko languages
Oko languages are a small group of closely related Niger-Congo languages spoken primarily in central Nigeria.
|
E289120
|
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: Oko languages | Statement: [Benue–Congo languages, containsSubfamily, Oko languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Oko languages Context triple: [Benue–Congo languages, containsSubfamily, Oko languages]
-
A.
Akoko languages
The Akoko languages are a small group of closely related Niger-Congo languages spoken primarily in the Akoko region of southwestern Nigeria.
-
B.
Khoe languages
Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
-
C.
Ubangian languages
The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
-
D.
Kunama languages
The Kunama languages are a small group of closely related languages spoken primarily by the Kunama people of western Eritrea and adjacent regions of Ethiopia.
-
E.
Laiyolo–Kaili languages
The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
- 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: Oko languages Triple: [Benue–Congo languages, containsSubfamily, Oko languages]
Generated description
Oko languages are a small group of closely related Niger-Congo languages spoken primarily in central Nigeria.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Oko languages Target entity description: Oko languages are a small group of closely related Niger-Congo languages spoken primarily in central Nigeria.
-
A.
Akoko languages
The Akoko languages are a small group of closely related Niger-Congo languages spoken primarily in the Akoko region of southwestern Nigeria.
-
B.
Khoe languages
Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
-
C.
Ubangian languages
The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
-
D.
Kunama languages
The Kunama languages are a small group of closely related languages spoken primarily by the Kunama people of western Eritrea and adjacent regions of Ethiopia.
-
E.
Laiyolo–Kaili languages
The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
- 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_69ab49e028948190b97e01d73548b1d9 |
completed | March 6, 2026, 9:40 p.m. |
| NER | Named-entity recognition | batch_69abd96b9f1c8190a8a9460ca88a9aaf |
completed | March 7, 2026, 7:53 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69afa056f478819091f6751edfee0132 |
completed | March 10, 2026, 4:38 a.m. |
| NEDg | Description generation | batch_69afa12b8d388190a50de5f41c0fa782 |
completed | March 10, 2026, 4:42 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69afa4e2f56c8190a418aef660da8e12 |
completed | March 10, 2026, 4:58 a.m. |
Created at: March 6, 2026, 9:53 p.m.