Triple
T6640178
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Grassfields languages |
E150566
|
entity |
| Predicate | hasNotableLanguage |
P7390
|
FINISHED |
| Object |
Ngemba languages
The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
|
E609384
|
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: Ngemba languages | Statement: [Grassfields languages, hasNotableLanguage, Ngemba languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ngemba languages Context triple: [Grassfields languages, hasNotableLanguage, Ngemba languages]
-
A.
Teke–Mbede languages
The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
-
B.
Mbum languages
The Mbum languages are a group of closely related Niger-Congo languages spoken primarily in parts of Cameroon, the Central African Republic, and Chad.
-
C.
Chimbu–Wahgi languages
The Chimbu–Wahgi languages are a group of closely related Papuan languages spoken primarily in the highlands of Papua New Guinea.
-
D.
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.
-
E.
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.
- 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: Ngemba languages Triple: [Grassfields languages, hasNotableLanguage, Ngemba languages]
Generated description
The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ngemba languages Target entity description: The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
-
A.
Teke–Mbede languages
The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
-
B.
Mbum languages
The Mbum languages are a group of closely related Niger-Congo languages spoken primarily in parts of Cameroon, the Central African Republic, and Chad.
-
C.
Chimbu–Wahgi languages
The Chimbu–Wahgi languages are a group of closely related Papuan languages spoken primarily in the highlands of Papua New Guinea.
-
D.
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.
-
E.
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.
- 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_69c687f0ceb08190bf40807bfc605fa5 |
completed | March 27, 2026, 1:36 p.m. |
| NER | Named-entity recognition | batch_69c6aff1fe8081908c32db341b0fb354 |
completed | March 27, 2026, 4:27 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c6eeed01608190bbc6461ac8c3cadb |
completed | March 27, 2026, 8:56 p.m. |
| NEDg | Description generation | batch_69c6f0a1149c8190af55a613eada84b6 |
completed | March 27, 2026, 9:03 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c6f17ccd7c8190918e03b114f4f064 |
completed | March 27, 2026, 9:07 p.m. |
Created at: March 27, 2026, 2 p.m.