Triple
T16428342
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Northern Gurage |
E399002
|
entity |
| Predicate | hasNeighboringLanguageGroup |
P16383
|
FINISHED |
| Object |
Oromic languages
The Oromic languages are a branch of the Cushitic language family spoken primarily by the Oromo people across Ethiopia and parts of neighboring countries.
|
E1213327
|
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: Oromic languages | Statement: [Northern Gurage, hasNeighboringLanguageGroup, Oromic languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Oromic languages Context triple: [Northern Gurage, hasNeighboringLanguageGroup, Oromic languages]
-
A.
Gurage languages
The Gurage languages are a group of closely related South Ethiosemitic languages spoken primarily by the Gurage people in central and southwestern Ethiopia.
-
B.
Gamo-Gofa-Dawro languages
The Gamo-Gofa-Dawro languages are a group of closely related Omotic languages spoken primarily by the Gamo, Gofa, and Dawro peoples in southwestern Ethiopia.
-
C.
Gumuz languages
Gumuz languages are a small group of closely related, under-documented languages spoken primarily by the Gumuz people in parts of Ethiopia and Sudan.
-
D.
Solomonic languages
Solomonic languages are a subgroup of Oceanic languages spoken primarily in the Solomon Islands, characterized by shared phonological and grammatical features distinct within the broader Austronesian family.
-
E.
Ge'ez
Ge'ez is an ancient Semitic language of Ethiopia and Eritrea, best known today as the classical and liturgical language of the Ethiopian and Eritrean Orthodox Tewahedo Churches.
- 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: Oromic languages Triple: [Northern Gurage, hasNeighboringLanguageGroup, Oromic languages]
Generated description
The Oromic languages are a branch of the Cushitic language family spoken primarily by the Oromo people across Ethiopia and parts of neighboring countries.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Oromic languages Target entity description: The Oromic languages are a branch of the Cushitic language family spoken primarily by the Oromo people across Ethiopia and parts of neighboring countries.
-
A.
Gurage languages
The Gurage languages are a group of closely related South Ethiosemitic languages spoken primarily by the Gurage people in central and southwestern Ethiopia.
-
B.
Gamo-Gofa-Dawro languages
The Gamo-Gofa-Dawro languages are a group of closely related Omotic languages spoken primarily by the Gamo, Gofa, and Dawro peoples in southwestern Ethiopia.
-
C.
Gumuz languages
Gumuz languages are a small group of closely related, under-documented languages spoken primarily by the Gumuz people in parts of Ethiopia and Sudan.
-
D.
Solomonic languages
Solomonic languages are a subgroup of Oceanic languages spoken primarily in the Solomon Islands, characterized by shared phonological and grammatical features distinct within the broader Austronesian family.
-
E.
Ge'ez
Ge'ez is an ancient Semitic language of Ethiopia and Eritrea, best known today as the classical and liturgical language of the Ethiopian and Eritrean Orthodox Tewahedo Churches.
- 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.