Triple
T2539146
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Fang language |
E56340
|
entity |
| Predicate | subgroup |
P10
|
FINISHED |
| Object |
Beti-Fang languages
Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
|
E281303
|
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: Beti-Fang languages | Statement: [Fang language, subgroup, Beti-Fang languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Beti-Fang languages Context triple: [Fang language, subgroup, Beti-Fang languages]
-
A.
Baka–Gundi languages
The Baka–Gundi languages are a subgroup of Central African languages spoken primarily by forest-dwelling and neighboring communities, often associated with hunter-gatherer and agricultural populations in the Congo Basin region.
-
B.
Bantoid languages
The Bantoid languages are a major branch of the Niger-Congo language family that includes the widespread Bantu languages spoken across much of sub-Saharan Africa.
-
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.
Batanic languages
Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
-
E.
Pearic languages
Pearic languages are a small, endangered branch of the Austroasiatic language family spoken by indigenous Pearic communities in Cambodia and nearby regions.
- 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: Beti-Fang languages Triple: [Fang language, subgroup, Beti-Fang languages]
Generated description
Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Beti-Fang languages Target entity description: Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
-
A.
Baka–Gundi languages
The Baka–Gundi languages are a subgroup of Central African languages spoken primarily by forest-dwelling and neighboring communities, often associated with hunter-gatherer and agricultural populations in the Congo Basin region.
-
B.
Bantoid languages
The Bantoid languages are a major branch of the Niger-Congo language family that includes the widespread Bantu languages spoken across much of sub-Saharan Africa.
-
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.
Batanic languages
Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
-
E.
Pearic languages
Pearic languages are a small, endangered branch of the Austroasiatic language family spoken by indigenous Pearic communities in Cambodia and nearby regions.
- 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_69ab4a49b6508190bc467fbef4bac334 |
completed | March 6, 2026, 9:42 p.m. |
| NER | Named-entity recognition | batch_69abd29b44448190ba4f82b0c1425f21 |
completed | March 7, 2026, 7:24 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af839849288190a6ddf488f3f69203 |
completed | March 10, 2026, 2:36 a.m. |
| NEDg | Description generation | batch_69af84c112b88190aa13deff23994f2b |
completed | March 10, 2026, 2:41 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69af8566eb9c8190b606122d5e67d7c8 |
completed | March 10, 2026, 2:43 a.m. |
Created at: March 6, 2026, 9:47 p.m.