Triple

T18745795
Position Surface form Disambiguated ID Type / Status
Subject Zamboangueño E458401 entity
Predicate hasSubstrateLanguage P11299 FINISHED
Object Sama-Bajau languages
The Sama-Bajau languages are a group of closely related Austronesian languages spoken by the seafaring Sama-Bajau peoples of the southern Philippines, eastern Malaysia, and surrounding maritime regions.
E1341240 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: Sama-Bajau languages | Statement: [Zamboangueño, hasSubstrateLanguage, Sama-Bajau languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Sama-Bajau languages
Context triple: [Zamboangueño, hasSubstrateLanguage, Sama-Bajau languages]
  • A. Tagbanwa languages
    Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
  • B. Bontok-Kankanay languages
    The Bontok-Kankanay languages are a subgroup of closely related Austronesian languages spoken by indigenous communities in the Cordillera region of northern Luzon in the Philippines.
  • C. Saluan–Banggai languages
    The Saluan–Banggai languages are a subgroup of Austronesian languages spoken primarily in Central Sulawesi and surrounding islands in Indonesia.
  • D. Mundang-Beti languages
    The Mundang-Beti languages are a subgroup of Northwest Bantu languages spoken primarily in parts of Central Africa, especially in Cameroon and neighboring regions.
  • E. Manobo languages
    The Manobo languages are a group of closely related Austronesian languages spoken primarily by various Manobo ethnic groups in Mindanao in the southern Philippines.
  • 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: Sama-Bajau languages
Triple: [Zamboangueño, hasSubstrateLanguage, Sama-Bajau languages]
Generated description
The Sama-Bajau languages are a group of closely related Austronesian languages spoken by the seafaring Sama-Bajau peoples of the southern Philippines, eastern Malaysia, and surrounding maritime regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Sama-Bajau languages
Target entity description: The Sama-Bajau languages are a group of closely related Austronesian languages spoken by the seafaring Sama-Bajau peoples of the southern Philippines, eastern Malaysia, and surrounding maritime regions.
  • A. Tagbanwa languages
    Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
  • B. Bontok-Kankanay languages
    The Bontok-Kankanay languages are a subgroup of closely related Austronesian languages spoken by indigenous communities in the Cordillera region of northern Luzon in the Philippines.
  • C. Saluan–Banggai languages
    The Saluan–Banggai languages are a subgroup of Austronesian languages spoken primarily in Central Sulawesi and surrounding islands in Indonesia.
  • D. Mundang-Beti languages
    The Mundang-Beti languages are a subgroup of Northwest Bantu languages spoken primarily in parts of Central Africa, especially in Cameroon and neighboring regions.
  • E. Manobo languages
    The Manobo languages are a group of closely related Austronesian languages spoken primarily by various Manobo ethnic groups in Mindanao in the southern Philippines.
  • 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_69d8d394dc308190b6725073f5db324c completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e57692c380819091e8a919ab6c9ca9 completed April 20, 2026, 12:42 a.m.
NED1 Entity disambiguation (via context triple) batch_6a053d330ff48190b090399fe726383d completed May 14, 2026, 3:10 a.m.
NEDg Description generation batch_6a053e216ce0819093f0e9e9b707fca8 completed May 14, 2026, 3:14 a.m.
NED2 Entity disambiguation (via description) batch_6a053ed266a481908dc9ff85e1d7cf4f completed May 14, 2026, 3:17 a.m.
Created at: April 10, 2026, 11:51 a.m.