Triple
T1328857
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Tifinagh |
E28394
|
entity |
| Predicate | scriptFamily |
P5793
|
FINISHED |
| Object |
Libyco-Berber script
The Libyco-Berber script is an ancient writing system used by early Berber-speaking populations of North Africa, from which the modern Tifinagh alphabet is derived.
|
E28394
|
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: Libyco-Berber script | Statement: [Tifinagh, scriptFamily, Libyco-Berber script]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Libyco-Berber script Context triple: [Tifinagh, scriptFamily, Libyco-Berber script]
-
A.
Tifinagh
Tifinagh is an ancient and modern script used primarily to write Berber (Amazigh) languages across North Africa.
-
B.
Punic script
Punic script is a later, regionally adapted form of the Phoenician writing system used primarily in Carthage and other Punic-speaking communities around the western Mediterranean.
-
C.
Nabataean alphabet
The Nabataean alphabet is an ancient Northwest Semitic script used by the Nabataean kingdom, which evolved from the Phoenician writing system and later gave rise to the early Arabic script.
-
D.
Maghribi script
Maghribi script is a distinctive, rounded style of Arabic calligraphy that developed in the Islamic West (North Africa and al-Andalus), characterized by its bold curves and unique regional letterforms.
-
E.
Samaritan script
The Samaritan script is an ancient consonantal writing system used by the Samaritan community to write their version of Hebrew and Aramaic, preserving a distinct tradition separate from mainstream Jewish scripts.
- 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: Libyco-Berber script Triple: [Tifinagh, scriptFamily, Libyco-Berber script]
Generated description
The Libyco-Berber script is an ancient writing system used by early Berber-speaking populations of North Africa, from which the modern Tifinagh alphabet is derived.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Libyco-Berber script Target entity description: The Libyco-Berber script is an ancient writing system used by early Berber-speaking populations of North Africa, from which the modern Tifinagh alphabet is derived.
-
A.
Tifinagh
chosen
Tifinagh is an ancient and modern script used primarily to write Berber (Amazigh) languages across North Africa.
-
B.
Punic script
Punic script is a later, regionally adapted form of the Phoenician writing system used primarily in Carthage and other Punic-speaking communities around the western Mediterranean.
-
C.
Nabataean alphabet
The Nabataean alphabet is an ancient Northwest Semitic script used by the Nabataean kingdom, which evolved from the Phoenician writing system and later gave rise to the early Arabic script.
-
D.
Maghribi script
Maghribi script is a distinctive, rounded style of Arabic calligraphy that developed in the Islamic West (North Africa and al-Andalus), characterized by its bold curves and unique regional letterforms.
-
E.
Samaritan script
The Samaritan script is an ancient consonantal writing system used by the Samaritan community to write their version of Hebrew and Aramaic, preserving a distinct tradition separate from mainstream Jewish scripts.
- F. None of above.
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_69a498540a2481909e807a762280d3ba |
completed | March 1, 2026, 7:49 p.m. |
| NER | Named-entity recognition | batch_69a4c1c30c948190afc6342b3dcda948 |
completed | March 1, 2026, 10:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69acce641c6481908a3d2b9e9fc423d7 |
completed | March 8, 2026, 1:18 a.m. |
| NEDg | Description generation | batch_69accecd233c8190bebf5395e8dd5961 |
completed | March 8, 2026, 1:20 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69accf2c65188190844bcd1c5efa563a |
completed | March 8, 2026, 1:21 a.m. |
Created at: March 1, 2026, 7:55 p.m.