Triple
T2233780
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Nilo-Saharan phylum |
E49230
|
entity |
| Predicate | hasSubfamily |
P747
|
FINISHED |
| Object |
Berta languages
The Berta languages are a small group of closely related languages spoken primarily by the Berta people in the border regions of Sudan and Ethiopia, often classified within the proposed Nilo-Saharan language family.
|
E247403
|
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: Berta languages | Statement: [Nilo-Saharan phylum, hasSubfamily, Berta languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Berta languages Context triple: [Nilo-Saharan phylum, hasSubfamily, Berta languages]
-
A.
Beti languages
The Beti languages are a group of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and neighboring regions of Central Africa.
-
B.
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.
-
C.
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.
-
D.
Bel languages
Bel languages are a small group of closely related Austronesian languages spoken primarily along the north coast of Papua New Guinea.
-
E.
Tebu languages
The Tebu languages are a group of closely related Saharan languages spoken primarily by the Tebu people across parts of Chad, Niger, and Libya.
- 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: Berta languages Triple: [Nilo-Saharan phylum, hasSubfamily, Berta languages]
Generated description
The Berta languages are a small group of closely related languages spoken primarily by the Berta people in the border regions of Sudan and Ethiopia, often classified within the proposed Nilo-Saharan language family.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Berta languages Target entity description: The Berta languages are a small group of closely related languages spoken primarily by the Berta people in the border regions of Sudan and Ethiopia, often classified within the proposed Nilo-Saharan language family.
-
A.
Beti languages
The Beti languages are a group of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and neighboring regions of Central Africa.
-
B.
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.
-
C.
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.
-
D.
Bel languages
Bel languages are a small group of closely related Austronesian languages spoken primarily along the north coast of Papua New Guinea.
-
E.
Tebu languages
The Tebu languages are a group of closely related Saharan languages spoken primarily by the Tebu people across parts of Chad, Niger, and Libya.
- 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_69a88aa84bdc819086df50e9c20b301e |
completed | March 4, 2026, 7:40 p.m. |
| NER | Named-entity recognition | batch_69abc0913f1c8190ac9cfeb0f1c84a76 |
completed | March 7, 2026, 6:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae6b020e308190a6d5a50a8e808aba |
completed | March 9, 2026, 6:38 a.m. |
| NEDg | Description generation | batch_69ae6b73bb688190bcade17d991c4862 |
completed | March 9, 2026, 6:40 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae6be4431c81909c9b4ad82226215d |
completed | March 9, 2026, 6:42 a.m. |
Created at: March 4, 2026, 7:47 p.m.