Triple
T50337
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Amsterdam |
E989
|
entity |
| Predicate | hasMinorityLanguage |
P2267
|
FINISHED |
| Object |
Berber languages
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.
|
E4254
|
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: Berber languages | Statement: [Amsterdam, hasMinorityLanguage, Berber languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Berber languages Context triple: [Amsterdam, hasMinorityLanguage, Berber languages]
-
A.
Tocharian languages
The Tocharian languages were an extinct branch of the Indo-European family once spoken in the Tarim Basin of Central Asia, known from early medieval manuscripts and notable for their archaic linguistic features.
-
B.
Romance languages
Romance languages are a group of closely related languages, including Spanish, French, Italian, Portuguese, and Romanian, that evolved from Vulgar Latin spoken in the Roman Empire.
-
C.
Judeo-Arabic
Judeo-Arabic is a group of Arabic dialects historically spoken and written by Jewish communities, typically using the Hebrew script and incorporating Hebrew and Aramaic elements.
-
D.
Vulgar Latin
Vulgar Latin was the everyday, non-standard form of Latin spoken by common people in the Roman Empire, from which the Romance languages later evolved.
-
E.
North Africa
North Africa is a region encompassing the northernmost countries of the African continent, characterized by its Sahara Desert landscapes, Mediterranean coastline, and a cultural blend of Arab, Berber, and African influences.
- 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: Berber languages Triple: [Amsterdam, hasMinorityLanguage, Berber languages]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Berber languages Target entity description: 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.
-
A.
Tocharian languages
The Tocharian languages were an extinct branch of the Indo-European family once spoken in the Tarim Basin of Central Asia, known from early medieval manuscripts and notable for their archaic linguistic features.
-
B.
Romance languages
Romance languages are a group of closely related languages, including Spanish, French, Italian, Portuguese, and Romanian, that evolved from Vulgar Latin spoken in the Roman Empire.
-
C.
Judeo-Arabic
Judeo-Arabic is a group of Arabic dialects historically spoken and written by Jewish communities, typically using the Hebrew script and incorporating Hebrew and Aramaic elements.
-
D.
Vulgar Latin
Vulgar Latin was the everyday, non-standard form of Latin spoken by common people in the Roman Empire, from which the Romance languages later evolved.
-
E.
North Africa
North Africa is a region encompassing the northernmost countries of the African continent, characterized by its Sahara Desert landscapes, Mediterranean coastline, and a cultural blend of Arab, Berber, and African influences.
- 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_69a2480baefc81909951b14058479aa2 |
completed | Feb. 28, 2026, 1:42 a.m. |
| NER | Named-entity recognition | batch_69a24ec333fc8190b66776b947e0bdbd |
completed | Feb. 28, 2026, 2:11 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a255381a7c8190a48bee7032c622bb |
completed | Feb. 28, 2026, 2:38 a.m. |
| NEDg | Description generation | batch_69a255df7a1081909d709a7b507e0035 |
completed | Feb. 28, 2026, 2:41 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a256a5649c8190a964820ca25cd00b |
completed | Feb. 28, 2026, 2:44 a.m. |
Created at: Feb. 28, 2026, 1:47 a.m.