Triple

T200639
Position Surface form Disambiguated ID Type / Status
Subject Austronesian languages E4098 entity
Predicate hasSubfamily P747 FINISHED
Object North Bornean languages
North Bornean languages are a subgroup of the Austronesian language family spoken primarily in northern Borneo, encompassing several related indigenous languages of the region.
E4098 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: North Bornean languages | Statement: [Austronesian languages, hasSubfamily, North Bornean languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: North Bornean languages
Context triple: [Austronesian languages, hasSubfamily, North Bornean languages]
  • A. Penutian languages
    Penutian languages are a proposed family of Native American languages spoken primarily in the western United States, noted for their controversial genetic relationships and inclusion of several distinct regional language groups.
  • B. Austronesian languages
    Austronesian languages are a large and widely dispersed language family spoken across maritime Southeast Asia, Madagascar, the Pacific Islands, and parts of mainland Asia.
  • C. Hokan languages
    Hokan languages are a proposed but controversial grouping of several Native American language families of the western United States and Mexico that share certain typological and lexical similarities.
  • D. Dayak peoples
    The Dayak peoples are indigenous ethnic groups of Borneo known for their diverse languages, traditional longhouse communities, and rich animist and later Christian cultural practices.
  • E. Ipai language
    The Ipai language is a Native American language traditionally spoken by the Kumeyaay (Ipai) people of southern California and northern Baja California.
  • 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: North Bornean languages
Triple: [Austronesian languages, hasSubfamily, North Bornean languages]
Generated description
North Bornean languages are a subgroup of the Austronesian language family spoken primarily in northern Borneo, encompassing several related indigenous languages of the region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: North Bornean languages
Target entity description: North Bornean languages are a subgroup of the Austronesian language family spoken primarily in northern Borneo, encompassing several related indigenous languages of the region.
  • A. Penutian languages
    Penutian languages are a proposed family of Native American languages spoken primarily in the western United States, noted for their controversial genetic relationships and inclusion of several distinct regional language groups.
  • B. Austronesian languages chosen
    Austronesian languages are a large and widely dispersed language family spoken across maritime Southeast Asia, Madagascar, the Pacific Islands, and parts of mainland Asia.
  • C. Hokan languages
    Hokan languages are a proposed but controversial grouping of several Native American language families of the western United States and Mexico that share certain typological and lexical similarities.
  • D. Dayak peoples
    The Dayak peoples are indigenous ethnic groups of Borneo known for their diverse languages, traditional longhouse communities, and rich animist and later Christian cultural practices.
  • E. Ipai language
    The Ipai language is a Native American language traditionally spoken by the Kumeyaay (Ipai) people of southern California and northern Baja California.
  • 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_69a254bca59881909a15e1496f1508c7 completed Feb. 28, 2026, 2:36 a.m.
NER Named-entity recognition batch_69a25be47ea881909c296b30a0d47a65 completed Feb. 28, 2026, 3:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3232f11a08190ad532c68d9e8e2da completed Feb. 28, 2026, 5:17 p.m.
NEDg Description generation batch_69a3244be2b48190a44c07f04ddc623d completed Feb. 28, 2026, 5:22 p.m.
NED2 Entity disambiguation (via description) batch_69a324b5516c8190bda5ecb3c4c0d370 completed Feb. 28, 2026, 5:24 p.m.
Created at: Feb. 28, 2026, 2:44 a.m.