Triple
T11114730
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Lionel Bender |
E262855
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
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.
|
E905174
|
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: The Non-Semitic Languages of Ethiopia | Statement: [Lionel Bender, notableWork, The Non-Semitic Languages of Ethiopia]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Non-Semitic Languages of Ethiopia Context triple: [Lionel Bender, notableWork, The Non-Semitic Languages of Ethiopia]
-
A.
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.
-
B.
Eritrean languages
Eritrean languages are the diverse group of languages spoken in Eritrea, encompassing Afroasiatic and Nilo-Saharan families and reflecting the country’s complex ethnic and cultural makeup.
-
C.
Ethiopian Semitic
Ethiopian Semitic is a subgroup of the Semitic language family spoken primarily in Ethiopia and Eritrea, encompassing languages such as Amharic, Tigrinya, and Ge'ez.
-
D.
South Ethiopic
South Ethiopic is a subgroup of the Ethiopic (South Semitic) languages of Ethiopia, encompassing several closely related, historically and geographically linked Semitic languages.
-
E.
Lowland East Cushitic languages
Lowland East Cushitic languages are a branch of the Cushitic family of Afroasiatic languages spoken primarily in the Horn of Africa, including widely used tongues such as Somali and Oromo.
- 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: The Non-Semitic Languages of Ethiopia Triple: [Lionel Bender, notableWork, The Non-Semitic Languages of Ethiopia]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Non-Semitic Languages of Ethiopia Target entity description: 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.
-
A.
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.
-
B.
Eritrean languages
Eritrean languages are the diverse group of languages spoken in Eritrea, encompassing Afroasiatic and Nilo-Saharan families and reflecting the country’s complex ethnic and cultural makeup.
-
C.
Ethiopian Semitic
Ethiopian Semitic is a subgroup of the Semitic language family spoken primarily in Ethiopia and Eritrea, encompassing languages such as Amharic, Tigrinya, and Ge'ez.
-
D.
South Ethiopic
South Ethiopic is a subgroup of the Ethiopic (South Semitic) languages of Ethiopia, encompassing several closely related, historically and geographically linked Semitic languages.
-
E.
Lowland East Cushitic languages
Lowland East Cushitic languages are a branch of the Cushitic family of Afroasiatic languages spoken primarily in the Horn of Africa, including widely used tongues such as Somali and Oromo.
- 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_69d6aa9b46cc8190b19f9f0cc45bf322 |
completed | April 8, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69d79aa7254c8190abce35696ad2be03 |
completed | April 9, 2026, 12:25 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e42d7da99881908d38ea66c37dfb92 |
completed | April 19, 2026, 1:18 a.m. |
| NEDg | Description generation | batch_69e42e67724481908bd9e73487a80d44 |
completed | April 19, 2026, 1:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69e4308103c48190b32ee3047d9a0860 |
completed | April 19, 2026, 1:31 a.m. |
Created at: April 8, 2026, 9:27 p.m.