Triple
T16428339
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Northern Gurage |
E399002
|
entity |
| Predicate | hasNeighboringLanguageGroup |
P16383
|
FINISHED |
| Object |
Transversal South Ethiopic languages
Transversal South Ethiopic languages are a subgroup of the South Ethiopic branch of the Semitic language family spoken in Ethiopia, characterized by shared structural features and geographic contiguity with neighboring Gurage varieties.
|
E1213326
|
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: Transversal South Ethiopic languages | Statement: [Northern Gurage, hasNeighboringLanguageGroup, Transversal South Ethiopic languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Transversal South Ethiopic languages Context triple: [Northern Gurage, hasNeighboringLanguageGroup, Transversal South Ethiopic languages]
-
A.
The Non-Semitic Languages of Ethiopia
The Non-Semitic Languages of Ethiopia is a seminal linguistic study that surveys and analyzes the Cushitic and other non-Semitic language families spoken in Ethiopia.
-
B.
Ethiopian Sprachbund
The Ethiopian Sprachbund is a linguistic convergence area in Ethiopia where languages from different families share common structural features due to long-term contact and mutual influence.
-
C.
The Nilo-Saharan Languages: A Comparative Essay
The Nilo-Saharan Languages: A Comparative Essay is a major linguistic study by Lionel Bender that analyzes and compares the languages traditionally grouped under the Nilo-Saharan family in Africa.
-
D.
Studies on Khoe and other Khoisan languages
"Studies on Khoe and other Khoisan languages" is a scholarly work by linguist Tom Güldemann that examines the structure, history, and classification of Khoe and related Khoisan languages of southern Africa.
-
E.
The Languages and Linguistics of Africa
The Languages and Linguistics of Africa is a comprehensive scholarly volume that surveys the continent’s language families, their historical relationships, and key structural features within a modern linguistic framework.
- 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: Transversal South Ethiopic languages Triple: [Northern Gurage, hasNeighboringLanguageGroup, Transversal South Ethiopic languages]
Generated description
Transversal South Ethiopic languages are a subgroup of the South Ethiopic branch of the Semitic language family spoken in Ethiopia, characterized by shared structural features and geographic contiguity with neighboring Gurage varieties.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Transversal South Ethiopic languages Target entity description: Transversal South Ethiopic languages are a subgroup of the South Ethiopic branch of the Semitic language family spoken in Ethiopia, characterized by shared structural features and geographic contiguity with neighboring Gurage varieties.
-
A.
The Non-Semitic Languages of Ethiopia
The Non-Semitic Languages of Ethiopia is a seminal linguistic study that surveys and analyzes the Cushitic and other non-Semitic language families spoken in Ethiopia.
-
B.
Ethiopian Sprachbund
The Ethiopian Sprachbund is a linguistic convergence area in Ethiopia where languages from different families share common structural features due to long-term contact and mutual influence.
-
C.
The Nilo-Saharan Languages: A Comparative Essay
The Nilo-Saharan Languages: A Comparative Essay is a major linguistic study by Lionel Bender that analyzes and compares the languages traditionally grouped under the Nilo-Saharan family in Africa.
-
D.
Studies on Khoe and other Khoisan languages
"Studies on Khoe and other Khoisan languages" is a scholarly work by linguist Tom Güldemann that examines the structure, history, and classification of Khoe and related Khoisan languages of southern Africa.
-
E.
The Languages and Linguistics of Africa
The Languages and Linguistics of Africa is a comprehensive scholarly volume that surveys the continent’s language families, their historical relationships, and key structural features within a modern linguistic framework.
- 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_69d87f2b9024819085c20e52de95d583 |
completed | April 10, 2026, 4:40 a.m. |
| NER | Named-entity recognition | batch_69e328fc223c8190bbed29907351a6f6 |
completed | April 18, 2026, 6:47 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a00458331748190a4bd1c5d2d466e6d |
completed | May 10, 2026, 8:44 a.m. |
| NEDg | Description generation | batch_6a0046ce23948190a2207e5e27493dac |
completed | May 10, 2026, 8:50 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a004767d1c88190814e83f09383e874 |
completed | May 10, 2026, 8:52 a.m. |
Created at: April 10, 2026, 5:09 a.m.