Triple

T2233586
Position Surface form Disambiguated ID Type / Status
Subject Shabo language E49226 entity
Predicate hasSpeakerCommunity P5562 FINISHED
Object Shabo people
The Shabo people are a small indigenous ethnic group of southwestern Ethiopia known for speaking the endangered Shabo language and maintaining distinct cultural traditions in a forested region.
E271591 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: Shabo people | Statement: [Shabo language, hasSpeakerCommunity, Shabo people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Shabo people
Context triple: [Shabo language, hasSpeakerCommunity, Shabo people]
  • A. Saho people
    The Saho people are a Cushitic-speaking ethnic group of the Horn of Africa, traditionally pastoralist and predominantly Muslim, living mainly in Eritrea and adjacent parts of Ethiopia.
  • B. Tiwa people
    The Tiwa people are an indigenous ethnic group of northeastern India, primarily in Assam and Meghalaya, known for their distinct Tibeto-Burman language, agrarian lifestyle, and rich festival traditions such as Jonbeel Mela.
  • C. Toubou people
    The Toubou people are a traditionally nomadic ethnic group of herders and traders native to the central Sahara, primarily in Chad, Niger, and Libya.
  • D. Ngada people
    The Ngada people are an indigenous ethnic group of central Flores in Indonesia, known for their megalithic villages, matrilineal traditions, and distinctive ritual practices.
  • E. Fipa people
    The Fipa people are a Bantu-speaking ethnic group of western Tanzania, traditionally known for their centralized chiefdoms, ironworking, and agriculture around the Lake Tanganyika region.
  • 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: Shabo people
Triple: [Shabo language, hasSpeakerCommunity, Shabo people]
Generated description
The Shabo people are a small indigenous ethnic group of southwestern Ethiopia known for speaking the endangered Shabo language and maintaining distinct cultural traditions in a forested region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Shabo people
Target entity description: The Shabo people are a small indigenous ethnic group of southwestern Ethiopia known for speaking the endangered Shabo language and maintaining distinct cultural traditions in a forested region.
  • A. Saho people
    The Saho people are a Cushitic-speaking ethnic group of the Horn of Africa, traditionally pastoralist and predominantly Muslim, living mainly in Eritrea and adjacent parts of Ethiopia.
  • B. Tiwa people
    The Tiwa people are an indigenous ethnic group of northeastern India, primarily in Assam and Meghalaya, known for their distinct Tibeto-Burman language, agrarian lifestyle, and rich festival traditions such as Jonbeel Mela.
  • C. Toubou people
    The Toubou people are a traditionally nomadic ethnic group of herders and traders native to the central Sahara, primarily in Chad, Niger, and Libya.
  • D. Ngada people
    The Ngada people are an indigenous ethnic group of central Flores in Indonesia, known for their megalithic villages, matrilineal traditions, and distinctive ritual practices.
  • E. Fipa people
    The Fipa people are a Bantu-speaking ethnic group of western Tanzania, traditionally known for their centralized chiefdoms, ironworking, and agriculture around the Lake Tanganyika region.
  • 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_69a88aa84bdc819086df50e9c20b301e completed March 4, 2026, 7:40 p.m.
NER Named-entity recognition batch_69abc0913f1c8190ac9cfeb0f1c84a76 completed March 7, 2026, 6:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69af1f76bb60819084cac16bce2ce55d completed March 9, 2026, 7:28 p.m.
NEDg Description generation batch_69af200e2db4819085851a45213edc89 completed March 9, 2026, 7:31 p.m.
NED2 Entity disambiguation (via description) batch_69af208dfab081909d706aad8ff5f615 completed March 9, 2026, 7:33 p.m.
Created at: March 4, 2026, 7:47 p.m.