Triple
T222888
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Berber languages |
E4254
|
entity |
| Predicate | subgroup |
P10
|
FINISHED |
| Object | Eastern Berber languages |
E4254
|
NE FINISHED |
How this triple was built (2 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: Eastern Berber languages | Statement: [Berber languages, subgroup, Eastern Berber languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Eastern Berber languages Context triple: [Berber languages, subgroup, Eastern Berber languages]
-
A.
Berber languages
chosen
The Berber languages are a group of closely related Afroasiatic languages traditionally spoken by the Indigenous Amazigh peoples of North Africa, particularly in countries such as Morocco, Algeria, Libya, and Tunisia.
-
B.
Nilo-Saharan languages
Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
-
C.
West African languages
West African languages are a diverse group of Niger-Congo and other language families spoken across West Africa that have significantly influenced the vocabulary, grammar, and phonology of many Atlantic and Caribbean creoles.
-
D.
Songhay languages
The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, and neighboring West African countries.
-
E.
Afroasiatic languages
Afroasiatic languages are a major language family of Africa and parts of Western Asia that includes languages such as Arabic, Hebrew, Amharic, and Hausa.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69a2573508588190b522c2476d91acfe |
completed | Feb. 28, 2026, 2:47 a.m. |
| NER | Named-entity recognition | batch_69a25c705fd88190bfee7f5e1f7cee17 |
completed | Feb. 28, 2026, 3:09 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a36477882481909509048bfc98657f |
completed | Feb. 28, 2026, 9:56 p.m. |
Created at: Feb. 28, 2026, 2:53 a.m.